深度强化学习实验室

来源：ICLR2021

编辑：DeepRL

[1]. What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study

平均得分: 8

得分: ['7', '9', '9', '7']

论文链接: https://openreview.net/forum?id=nIAxjsniDzg

[2]. Invariant Representations for Reinforcement Learning without Reconstruction

平均得分: 7.67

得分: ['9', '7', '7']

论文链接: https://openreview.net/forum?id=-2FCwDKRREu

[3]. Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic

平均得分: 7.5

得分: ['7', '9', '7', '7']

论文链接: https://openreview.net/forum?id=LmUJqB1Cz8

[4]. Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients

平均得分: 7.5

得分: ['9', '5', '8', '8']

论文链接: https://openreview.net/forum?id=m5Qsh0kBQG

[5]. Parrot: Data-Driven Behavioral Priors for Reinforcement Learning

平均得分: 7.5

得分: ['8', '7', '6', '9']

论文链接: https://openreview.net/forum?id=Ysuv-WOFeKR

[6]. Evolving Reinforcement Learning Algorithms

平均得分: 7.33

得分: ['9', '6', '7']

论文链接: https://openreview.net/forum?id=0XXpJ4OtjW

[7]. Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime

平均得分: 7

得分: ['7', '7', '7', '7']

论文链接: https://openreview.net/forum?id=bB2drc7DPuB

[8]. Single-Timescale Actor-Critic Provably Finds Globally Optimal Policy

平均得分: 7

得分: ['8', '8', '7', '5']

论文链接: https://openreview.net/forum?id=pqZV_srUVmK

[9]. UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers

平均得分: 7

得分: ['7', '9', '5']

论文链接: https://openreview.net/forum?id=v9c7hr9ADKx

[10]. Regularized Inverse Reinforcement Learning

平均得分: 6.8

得分: ['6', '6', '7', '8', '7']

论文链接: https://openreview.net/forum?id=HgLO8yalfwc

[11]. Randomized Ensembled Double Q-Learning: Learning Fast Without a Model

平均得分: 6.75

得分: ['6', '7', '7', '7']

论文链接: https://openreview.net/forum?id=AY8zfZm0tDd

[12]. Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization

平均得分: 6.75

得分: ['8', '7', '5', '7']

论文链接: https://openreview.net/forum?id=3hGNqpI4WS

[13]. Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels

平均得分: 6.75

得分: ['7', '6', '7', '7']

论文链接: https://openreview.net/forum?id=GY6-6sTvGaf

[14]. Support-set bottlenecks for video-text representation learning

平均得分: 6.75

得分: ['6', '9', '7', '5']

论文链接: https://openreview.net/forum?id=EqoXe2zmhrh

[15]. A Sharp Analysis of Model-based Reinforcement Learning with Self-Play

平均得分: 6.75

得分: ['4', '7', '8', '8']

论文链接: https://openreview.net/forum?id=9Y7_c5ZAd5i

[16]. RODE: Learning Roles to Decompose Multi-Agent Tasks

平均得分: 6.67

得分: ['8', '6', '6']

论文链接: https://openreview.net/forum?id=TTUVg6vkNjK

[17]. Text Generation by Learning from Off-Policy Demonstrations

平均得分: 6.6

得分: ['7', '7', '7', '5', '7']

论文链接: https://openreview.net/forum?id=RovX-uQ1Hua

[18]. Robust Reinforcement Learning on State Observations with Learned Optimal Adversary

平均得分: 6.5

得分: ['5', '7', '7', '7']

论文链接: https://openreview.net/forum?id=sCZbhBvqQaU

[19]. Self-supervised Visual Reinforcement Learning with Object-centric Representations

平均得分: 6.5

得分: ['7', '6', '4', '9']

论文链接: https://openreview.net/forum?id=xppLmXCbOw1

[20]. On Effective Parallelization of Monte Carlo Tree Search

平均得分: 6.5

得分: ['6', '6', '7', '7']

论文链接: https://openreview.net/forum?id=_FXqMj7T0QQ

[21]. Non-asymptotic Confidence Intervals of Off-policy Evaluation:  Primal and Dual Bounds

平均得分: 6.5

得分: ['6', '5', '8', '7']

论文链接: https://openreview.net/forum?id=dKg5D1Z1Lm

[22]. Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation

平均得分: 6.5

得分: ['5', '6', '7', '8']

论文链接: https://openreview.net/forum?id=uR9LaO_QxF

[23]. Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement Learning

平均得分: 6.5

得分: ['8', '7', '5', '6']

论文链接: https://openreview.net/forum?id=Y87Ri-GNHYu

[24]. SMiRL: Surprise Minimizing Reinforcement Learning in Unstable Environments

平均得分: 6.5

得分: ['5', '6', '8', '7']

论文链接: https://openreview.net/forum?id=cPZOyoDloxl

[25]. Model-Based Visual Planning with Self-Supervised Functional Distances

平均得分: 6.5

得分: ['7', '6', '7', '6']

论文链接: https://openreview.net/forum?id=UcoXdfrORC

[26]. Learning-based Support Estimation in Sublinear Time

平均得分: 6.5

得分: ['7', '4', '8', '7']

论文链接: https://openreview.net/forum?id=tilovEHA3YS

[27]. DOP: Off-Policy Multi-Agent Decomposed Policy Gradients

平均得分: 6.5

得分: ['7', '3', '9', '7']

论文链接: https://openreview.net/forum?id=6FqKiVAdI3Y

[28]. Correcting experience replay for multi-agent communication

平均得分: 6.5

得分: ['4', '6', '8', '8']

论文链接: https://openreview.net/forum?id=xvxPuCkCNPO

[29]. Risk-Averse Offline Reinforcement Learning

平均得分: 6.4

得分: ['6', '8', '5', '6', '7']

论文链接: https://openreview.net/forum?id=TBIzh9b5eaz

[30]. Learning Value Functions in Deep Policy Gradients using Residual Variance

平均得分: 6.33

得分: ['8', '7', '4']

论文链接: https://openreview.net/forum?id=NX1He-aFO_F

[31]. Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions

平均得分: 6.33

得分: ['4', '8', '7']

论文链接: https://openreview.net/forum?id=Ud3DSz72nYR

[32]. PODS: Policy Optimization via Differentiable Simulation

平均得分: 6.33

得分: ['9', '4', '6']

论文链接: https://openreview.net/forum?id=4f04RAhMUo6

[33]. Transient Non-stationarity and Generalisation in Deep Reinforcement Learning

平均得分: 6.25

得分: ['7', '5', '5', '8']

论文链接: https://openreview.net/forum?id=Qun8fv4qSby

[34]. Improving Learning to Branch via Reinforcement Learning

平均得分: 6.25

得分: ['7', '7', '8', '3']

论文链接: https://openreview.net/forum?id=M_KwRsbhi5e

[35]. Mastering Atari with Discrete World Models

平均得分: 6.25

得分: ['4', '7', '10', '4']

论文链接: https://openreview.net/forum?id=0oabwyZbOu

[36]. Data-Efficient Reinforcement Learning with Self-Predictive Representations

平均得分: 6.25

得分: ['6', '5', '7', '7']

论文链接: https://openreview.net/forum?id=uCQfPZwRaUu

[37]. Local Information Opponent Modelling Using Variational Autoencoders

平均得分: 6.25

得分: ['8', '7', '4', '6']

论文链接: https://openreview.net/forum?id=xF5r3dVeaEl

[38]. Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning

平均得分: 6.25

得分: ['6', '6', '6', '7']

论文链接: https://openreview.net/forum?id=qda7-sVg84

[39]. Efficient Reinforcement Learning in Factored MDPs with Application to Constrained RL

平均得分: 6.25

得分: ['7', '5', '7', '6']

论文链接: https://openreview.net/forum?id=fmtSg8591Q

[40]. Batch Reinforcement Learning Through Continuation Method

平均得分: 6.25

得分: ['6', '9', '6', '4']

论文链接: https://openreview.net/forum?id=po-DLlBuAuz

[41]. Optimistic Exploration with Backward Bootstrapped Bonus for Deep Reinforcement Learning

平均得分: 6.2

得分: ['7', '6', '7', '6', '5']

论文链接: https://openreview.net/forum?id=QxQkG-gIKJM

[42]. Optimism in Reinforcement Learning with Generalized Linear Function Approximation

平均得分: 6

得分: ['6', '7', '6', '5']

论文链接: https://openreview.net/forum?id=CBmJwzneppz

[43]. Adversarially Guided Actor-Critic

平均得分: 6

得分: ['5', '6', '7']

论文链接: https://openreview.net/forum?id=_mQp5cr_iNy

[44]. QTRAN++: Improved Value Transformation for Cooperative Multi-Agent Reinforcement Learning

平均得分: 6

得分: ['7', '6', '6', '5']

论文链接: https://openreview.net/forum?id=TlS3LBoDj3Z

[45]. Policy Optimization in Zero-Sum Markov Games: Fictitious Self-Play Provably Attains Nash Equilibria

平均得分: 6

得分: ['6', '5', '8', '5']

论文链接: https://openreview.net/forum?id=c3MWGN_cTf

[46]. Optimistic Policy Optimization with General Function Approximations

平均得分: 6

得分: ['7', '7', '4']

论文链接: https://openreview.net/forum?id=JydXRRDoDTv

[47]. Multi-Agent Collaboration via Reward Attribution Decomposition

平均得分: 6

得分: ['5', '6', '7', '6']

论文链接: https://openreview.net/forum?id=GVNGAaY2Dr1

[48]. Efficient Wasserstein Natural Gradients for Reinforcement Learning

平均得分: 6

得分: ['5', '8', '5']

论文链接: https://openreview.net/forum?id=OHgnfSrn2jv

[49]. Density Constrained Reinforcement Learning

平均得分: 6

得分: ['7', '6', '5', '6']

论文链接: https://openreview.net/forum?id=jMc7DlflrMC

[50]. Representation Balancing Offline Model-based Reinforcement Learning

平均得分: 6

得分: ['5', '6', '7', '6']

论文链接: https://openreview.net/forum?id=QpNz8r_Ri2Y

[51]. Decoupling Representation Learning from Reinforcement Learning

平均得分: 6

得分: ['7', '5', '4', '8']

论文链接: https://openreview.net/forum?id=_SKUm2AJpvN

[52]. Model-based micro-data reinforcement learning: what are the crucial model properties and which model to choose?

平均得分: 5.8

得分: ['7', '7', '6', '5', '4']

论文链接: https://openreview.net/forum?id=p5uylG94S68

[53]. Model-based Asynchronous Hyperparameter and Neural Architecture Search

平均得分: 5.8

得分: ['7', '5', '6', '6', '5']

论文链接: https://openreview.net/forum?id=a2rFihIU7i

[54]. DeepAveragers: Offline Reinforcement Learning By Solving Derived Non-Parametric MDPs

平均得分: 5.8

得分: ['5', '7', '5', '7', '5']

论文链接: https://openreview.net/forum?id=eMP1j9efXtX

[55]. Uncertainty Weighted Offline Reinforcement Learning

平均得分: 5.8

得分: ['8', '6', '5', '6', '4']

论文链接: https://openreview.net/forum?id=7hMenh--8g

[56]. Optimizing Memory Placement using Evolutionary Graph Reinforcement Learning

平均得分: 5.75

得分: ['5', '7', '5', '6']

论文链接: https://openreview.net/forum?id=-6vS_4Kfz0

[57]. Parameter-based Value Functions

平均得分: 5.75

得分: ['3', '7', '7', '6']

论文链接: https://openreview.net/forum?id=tV6oBfuyLTQ

[58]. Sample-Efficient Automated Deep Reinforcement Learning

平均得分: 5.75

得分: ['7', '5', '5', '6']

论文链接: https://openreview.net/forum?id=hSjxQ3B7GWq

[59]. Causal Inference Q-Network: Toward Resilient Reinforcement Learning

平均得分: 5.75

得分: ['4', '6', '6', '7']

论文链接: https://openreview.net/forum?id=PvVbsAmxdlZ

[60]. SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-powered Intelligent PhlatCam

平均得分: 5.75

得分: ['6', '6', '5', '6']

论文链接: https://openreview.net/forum?id=jQUf0TmN-oT

[61]. Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning

平均得分: 5.75

得分: ['6', '7', '5', '5']

论文链接: https://openreview.net/forum?id=MmcywoW7PbJ

[62]. Benchmarks for Deep Off-Policy Evaluation

平均得分: 5.75

得分: ['7', '6', '4', '6']

论文链接: https://openreview.net/forum?id=kWSeGEeHvF8

[63]. Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks

平均得分: 5.75

得分: ['6', '5', '6', '6']

论文链接: https://openreview.net/forum?id=Y-Wl1l0Va-

[64]. Exploring Zero-Shot Emergent Communication in Embodied Multi-Agent Populations

平均得分: 5.75

得分: ['6', '4', '6', '7']

论文链接: https://openreview.net/forum?id=Fblk4_Fd7ao

[65]. Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning

平均得分: 5.75

得分: ['5', '5', '7', '6']

论文链接: https://openreview.net/forum?id=szUsQ3NcQwV

[66]. Learning Robust State Abstractions for Hidden-Parameter Block MDPs

平均得分: 5.75

得分: ['5', '6', '5', '7']

论文链接: https://openreview.net/forum?id=fmOOI2a3tQP

[67]. Adapting to Reward Progressivity via Spectral Reinforcement Learning

平均得分: 5.75

得分: ['5', '7', '5', '6']

论文链接: https://openreview.net/forum?id=dyjPVUc2KB

[68]. Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies

平均得分: 5.75

得分: ['5', '6', '5', '7']

论文链接: https://openreview.net/forum?id=M3NDrHEGyyO

[69]. Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers

平均得分: 5.75

得分: ['5', '6', '5', '7']

论文链接: https://openreview.net/forum?id=eqBwg3AcIAK

[70]. Meta-Reinforcement Learning With Informed Policy Regularization

平均得分: 5.75

得分: ['6', '5', '6', '6']

论文链接: https://openreview.net/forum?id=pTZ6EgZtzDU

[71]. Hierarchical Reinforcement Learning by Discovering Intrinsic Options

平均得分: 5.75

得分: ['4', '4', '7', '8']

论文链接: https://openreview.net/forum?id=r-gPPHEjpmw

[72]. Multi-Agent Trust Region Learning

平均得分: 5.75

得分: ['4', '8', '5', '6']

论文链接: https://openreview.net/forum?id=eHG7asK_v-k

[73]. Unity of Opposites: SelfNorm and CrossNorm for Model Robustness

平均得分: 5.75

得分: ['5', '7', '6', '5']

论文链接: https://openreview.net/forum?id=Oj2hGyJwhwX

[74]. The Advantage Regret-Matching Actor-Critic

平均得分: 5.67

得分: ['5', '6', '6']

论文链接: https://openreview.net/forum?id=YMsbeG6FqBU

[75]. Differentiable Trust Region Layers for Deep Reinforcement Learning

平均得分: 5.67

得分: ['7', '4', '6']

论文链接: https://openreview.net/forum?id=qYZD-AO1Vn

[76]. Linear Representation Meta-Reinforcement Learning for Instant Adaptation

平均得分: 5.67

得分: ['5', '5', '7']

论文链接: https://openreview.net/forum?id=lNrtNGkr-vw

[77]. Symmetry-Aware Actor-Critic for 3D Molecular Design

平均得分: 5.67

得分: ['6', '4', '7']

论文链接: https://openreview.net/forum?id=jEYKjPE1xYN

[78]. The Importance of Pessimism in Fixed-Dataset Policy Optimization

平均得分: 5.67

得分: ['5', '5', '7']

论文链接: https://openreview.net/forum?id=E3Ys6a1NTGT

[79]. Understanding and Leveraging Causal Relations in Deep Reinforcement Learning

平均得分: 5.67

得分: ['5', '6', '6']

论文链接: https://openreview.net/forum?id=30I4Azqc_oP

[80]. Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization

平均得分: 5.67

得分: ['7', '5', '5']

论文链接: https://openreview.net/forum?id=8cpHIfgY4Dj

[81]. Grounding Language to Entities for Generalization in Reinforcement Learning

平均得分: 5.6

得分: ['6', '7', '6', '5', '4']

论文链接: https://openreview.net/forum?id=udbMZR1cKE6

[82]. Large Batch Simulation for Deep Reinforcement Learning

平均得分: 5.6

得分: ['7', '6', '6', '5', '4']

论文链接: https://openreview.net/forum?id=cP5IcoAkfKa

[83]. Deep Reinforcement Learning For Wireless Scheduling with Multiclass Services

平均得分: 5.5

得分: ['3', '7', '7', '5']

论文链接: https://openreview.net/forum?id=UiLl8yjh57

[84]. Monotonic Robust Policy Optimization with Model Discrepancy

平均得分: 5.5

得分: ['7', '6', '5', '4']

论文链接: https://openreview.net/forum?id=kdm4Lm9rgB

[85]. Truly Deterministic Policy Optimization

平均得分: 5.5

得分: ['5', '6', '6', '5']

论文链接: https://openreview.net/forum?id=BntruCi1uvF

[86]. Distributional Reinforcement Learning for Risk-Sensitive Policies

平均得分: 5.5

得分: ['5', '7', '5', '5']

论文链接: https://openreview.net/forum?id=19drPzGV691

[87]. Bounded Myopic Adversaries for Deep Reinforcement Learning Agents

平均得分: 5.5

得分: ['5', '6', '5', '6']

论文链接: https://openreview.net/forum?id=Ew0zR07CYRd

[88]. Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices

平均得分: 5.5

得分: ['7', '6', '4', '5']

论文链接: https://openreview.net/forum?id=rSwTMomgCz

[89]. Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomization

平均得分: 5.5

得分: ['5', '7', '5', '5']

论文链接: https://openreview.net/forum?id=lvRTC669EY_

[90]. Blending MPC & Value Function Approximation for Efficient Reinforcement Learning

平均得分: 5.5

得分: ['5', '5', '5', '7']

论文链接: https://openreview.net/forum?id=RqCC_00Bg7V

[91]. A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning

平均得分: 5.5

得分: ['6', '5', '5', '6']

论文链接: https://openreview.net/forum?id=zdrls6LIX4W

[92]. The act of remembering: A study in partially observable reinforcement learning

平均得分: 5.5

得分: ['6', '7', '6', '3']

论文链接: https://openreview.net/forum?id=uFkGzn9RId8

[93]. Random Coordinate Langevin Monte Carlo

平均得分: 5.5

得分: ['7', '7', '4', '4']

论文链接: https://openreview.net/forum?id=lbc44k2jgnX

[94]. Provable Rich Observation Reinforcement Learning with Combinatorial Latent States

平均得分: 5.5

得分: ['4', '6', '5', '7']

论文链接: https://openreview.net/forum?id=hx1IXFHAw7R

[95]. Automatic Data Augmentation for Generalization in Reinforcement Learning

平均得分: 5.5

得分: ['6', '7', '3', '6']

论文链接: https://openreview.net/forum?id=9l9WD4ahJgs

[96]. Reinforcement Learning with Random Delays

平均得分: 5.5

得分: ['3', '6', '5', '8']

论文链接: https://openreview.net/forum?id=QFYnKlBJYR

[97]. On Proximal Policy Optimization's Heavy-Tailed Gradients

平均得分: 5.5

得分: ['6', '5', '6', '5']

论文链接: https://openreview.net/forum?id=cYek5NoXNiX

[98]. A Primal Approach to Constrained Policy Optimization: Global Optimality and Finite-Time Analysis

平均得分: 5.5

得分: ['7', '5', '5', '5']

论文链接: https://openreview.net/forum?id=rI3RMgDkZqJ

[99]. Regularization Matters in Policy Optimization - An Empirical Study on Continuous Control

平均得分: 5.5

得分: ['4', '6', '5', '7']

论文链接: https://openreview.net/forum?id=yr1mzrH3IC

[100]. Divide-and-Conquer Monte Carlo Tree Search

平均得分: 5.5

得分: ['8', '5', '4', '5']

论文链接: https://openreview.net/forum?id=Nj8EIrSu5O

[101]. Status-Quo Policy Gradient in Multi-agent Reinforcement Learning

平均得分: 5.5

得分: ['4', '5', '6', '7']

论文链接: https://openreview.net/forum?id=76M3pxkqRl

[102]. QPLEX: Duplex Dueling Multi-Agent Q-Learning

平均得分: 5.5

得分: ['4', '5', '6', '7']

论文链接: https://openreview.net/forum?id=Rcmk0xxIQV

[103]. A Reduction Approach to Constrained Reinforcement Learning

平均得分: 5.5

得分: ['6', '7', '5', '4']

论文链接: https://openreview.net/forum?id=fV4vvs1J5iM

[104]. Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay

平均得分: 5.5

得分: ['7', '4', '5', '6']

论文链接: https://openreview.net/forum?id=J7bUsLCb0zf

[105]. On Trade-offs of Image Prediction in Visual Model-Based Reinforcement Learning

平均得分: 5.5

得分: ['5', '3', '7', '7']

论文链接: https://openreview.net/forum?id=mewtfP6YZ7

[106]. Towards Understanding Linear Value Decomposition in Cooperative Multi-Agent Q-Learning

平均得分: 5.5

得分: ['5', '7', '5', '5']

论文链接: https://openreview.net/forum?id=VMtftZqMruq

[107]. Average Reward Reinforcement Learning with Monotonic Policy Improvement

平均得分: 5.5

得分: ['6', '4', '6', '6']

论文链接: https://openreview.net/forum?id=lo7GKwmakFZ

[108]. FactoredRL: Leveraging Factored Graphs for Deep Reinforcement Learning

平均得分: 5.5

得分: ['5', '6', '6', '5']

论文链接: https://openreview.net/forum?id=wE-3ly4eT5G

[109]. Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning

平均得分: 5.5

得分: ['4', '7', '6', '5']

论文链接: https://openreview.net/forum?id=O9bnihsFfXU

[110]. Scalable Bayesian Inverse Reinforcement Learning by Auto-Encoding Reward

平均得分: 5.5

得分: ['4', '5', '7', '6']

论文链接: https://openreview.net/forum?id=4qR3coiNaIv

[111]. Model-Based Offline Planning

平均得分: 5.5

得分: ['6', '4', '8', '4']

论文链接: https://openreview.net/forum?id=OMNB1G5xzd4

[112]. BRAC+: Going Deeper with Behavior Regularized Offline Reinforcement Learning

平均得分: 5.5

得分: ['4', '6', '7', '5']

论文链接: https://openreview.net/forum?id=bMCfFepJXM

[113]. Learning to Share in Multi-Agent Reinforcement Learning

平均得分: 5.4

得分: ['4', '4', '8', '8', '3']

论文链接: https://openreview.net/forum?id=awnQ2qTLSwn

[114]. Explicit Pareto Front Optimization for Constrained Reinforcement Learning

平均得分: 5.33

得分: ['6', '6', '4']

论文链接: https://openreview.net/forum?id=pOHW7EwFbo9

[115]. Guided Exploration with Proximal Policy Optimization using a Single Demonstration

平均得分: 5.33

得分: ['6', '4', '6']

论文链接: https://openreview.net/forum?id=88_MfcJoJlS

[116]. Unsupervised Active Pre-Training for Reinforcement Learning

平均得分: 5.33

得分: ['5', '6', '5']

论文链接: https://openreview.net/forum?id=cvNYovr16SB

[117]. RECONNAISSANCE FOR REINFORCEMENT LEARNING WITH SAFETY CONSTRAINTS

平均得分: 5.33

得分: ['4', '5', '7']

论文链接: https://openreview.net/forum?id=Gc4MQq-JIgj

[118]. Daylight: Assessing Generalization Skills of Deep Reinforcement Learning Agents

平均得分: 5.33

得分: ['6', '5', '5']

论文链接: https://openreview.net/forum?id=Z3XVHSbSawb

[119]. Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration

平均得分: 5.33

得分: ['4', '5', '7']

论文链接: https://openreview.net/forum?id=7qmQNB6Wn_B

[120]. OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning

平均得分: 5.33

得分: ['7', '5', '4']

论文链接: https://openreview.net/forum?id=V69LGwJ0lIN

[121]. A REINFORCEMENT LEARNING FRAMEWORK FOR TIME DEPENDENT CAUSAL EFFECTS EVALUATION IN A/B TESTING

平均得分: 5.33

得分: ['6', '5', '5']

论文链接: https://openreview.net/forum?id=Dtahsj2FkrK

[122]. PettingZoo: Gym for Multi-Agent Reinforcement Learning

平均得分: 5.25

得分: ['7', '5', '6', '3']

论文链接: https://openreview.net/forum?id=WoLQsYU8aZ

[123]. Hippocampal representations emerge when training recurrent neural networks on a memory dependent maze navigation task

平均得分: 5.25

得分: ['4', '6', '4', '7']

论文链接: https://openreview.net/forum?id=Jr8XGtK04Pw

[124]. Data-efficient Hindsight Off-policy Option Learning

平均得分: 5.25

得分: ['5', '6', '5', '5']

论文链接: https://openreview.net/forum?id=QKbS9KXkE_y

[125]. Attacking Few-Shot Classifiers with Adversarial Support Sets

平均得分: 5.25

得分: ['6', '4', '6', '5']

论文链接: https://openreview.net/forum?id=0xdQXkz69x9

[126]. Coverage as a Principle for Discovering Transferable Behavior in Reinforcement Learning

平均得分: 5.25

得分: ['8', '5', '4', '4']

论文链接: https://openreview.net/forum?id=INhwJdJtxn6

[127]. Reinforcement Learning for Control with Probabilistic Stability Guarantee

平均得分: 5.25

得分: ['6', '5', '5', '5']

论文链接: https://openreview.net/forum?id=QfEssgaXpm

[128]. Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning

平均得分: 5.25

得分: ['7', '5', '5', '4']

论文链接: https://openreview.net/forum?id=TiGF63rxr8Q

[129]. Meta-Reinforcement Learning Robust to Distributional Shift via Model Identification and Experience Relabeling

平均得分: 5.25

得分: ['6', '5', '5', '5']

论文链接: https://openreview.net/forum?id=AT7jak63NNK

[130]. Solving Compositional Reinforcement Learning Problems via Task Reduction

平均得分: 5.25

得分: ['3', '5', '6', '7']

论文链接: https://openreview.net/forum?id=9SS69KwomAM

[131]. Emergent Road Rules In Multi-Agent Driving Environments

平均得分: 5.25

得分: ['7', '4', '5', '5']

论文链接: https://openreview.net/forum?id=d8Q1mt2Ghw

[132]. EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL

平均得分: 5.25

得分: ['4', '6', '6', '5']

论文链接: https://openreview.net/forum?id=B8fp0LVMHa

[133]. Double Q-learning: New Analysis and Sharper Finite-time Bound

平均得分: 5.25

得分: ['6', '4', '6', '5']

论文链接: https://openreview.net/forum?id=MwxaStJXK6v

[134]. Safety Verification of Model Based Reinforcement Learning Controllers

平均得分: 5.25

得分: ['3', '7', '6', '5']

论文链接: https://openreview.net/forum?id=mfJepDyIUcQ

[135]. D3C: Reducing the Price of Anarchy in Multi-Agent Learning

平均得分: 5.25

得分: ['3', '4', '7', '7']

论文链接: https://openreview.net/forum?id=8wa7HrUsElL

[136]. Near-Optimal Regret Bounds for Model-Free RL in Non-Stationary Episodic MDPs

平均得分: 5.25

得分: ['6', '4', '4', '7']

论文链接: https://openreview.net/forum?id=TJzkxFw-mGm

[137]. Communication in Multi-Agent Reinforcement Learning: Intention Sharing

平均得分: 5.25

得分: ['6', '4', '6', '5']

论文链接: https://openreview.net/forum?id=qpsl2dR9twy

[138]. On the role of planning in model-based deep reinforcement learning

平均得分: 5.25

得分: ['7', '3', '6', '5']

论文链接: https://openreview.net/forum?id=IrM64DGB21

[139]. Reinforcement Learning with Latent Flow

平均得分: 5.25

得分: ['7', '3', '6', '5']

论文链接: https://openreview.net/forum?id=lSijhyKKsct

[140]. Iterative Amortized Policy Optimization

平均得分: 5.25

得分: ['6', '5', '5', '5']

论文链接: https://openreview.net/forum?id=49mMdsxkPlD

[141]. Unsupervised Task Clustering for Multi-Task Reinforcement Learning

平均得分: 5.25

得分: ['6', '5', '5', '5']

论文链接: https://openreview.net/forum?id=4K_NaDAHc0d

[142]. Adaptive Multi-model Fusion Learning for Sparse-Reward Reinforcement Learning

平均得分: 5.25

得分: ['6', '5', '6', '4']

论文链接: https://openreview.net/forum?id=4emQEegFhSy

[143]. ERMAS: Learning Policies Robust to Reality Gaps in Multi-Agent Simulations

平均得分: 5.25

得分: ['6', '5', '6', '4']

论文链接: https://openreview.net/forum?id=uIc4W6MtbDA

[144]. A Distributional Perspective on Actor-Critic Framework

平均得分: 5.25

得分: ['5', '7', '3', '6']

论文链接: https://openreview.net/forum?id=jWXBUsWP7N

[145]. Robust Reinforcement Learning using Adversarial Populations

平均得分: 5.25

得分: ['5', '7', '4', '5']

论文链接: https://openreview.net/forum?id=I6NRcao1w-X

[146]. The Compact Support Neural Network

平均得分: 5.25

得分: ['5', '5', '6', '5']

论文链接: https://openreview.net/forum?id=xCy9thPPTb_

[147]. RMIX: Risk-Sensitive Multi-Agent Reinforcement Learning

平均得分: 5.25

得分: ['6', '4', '7', '4']

论文链接: https://openreview.net/forum?id=1EVb8XRBDNr

[148]. Meta-Model-Based Meta-Policy Optimization

平均得分: 5.25

得分: ['5', '5', '5', '6']

论文链接: https://openreview.net/forum?id=KOtxfjpQsq

[149]. Decentralized Deterministic Multi-Agent Reinforcement Learning

平均得分: 5.2

得分: ['5', '4', '7', '5', '5']

论文链接: https://openreview.net/forum?id=QM4_h99pjCE

[150]. Transfer among Agents: An Efficient Multiagent Transfer Learning Framework

平均得分: 5.2

得分: ['5', '6', '4', '6', '5']

论文链接: https://openreview.net/forum?id=9w03rTs7w5

[151]. Gradient-based tuning of Hamiltonian Monte Carlo hyperparameters

平均得分: 5

得分: ['5', '4', '6', '5']

论文链接: https://openreview.net/forum?id=LvJ8hLSusrv

[152]. Combining Imitation and Reinforcement Learning with Free Energy Principle

平均得分: 5

得分: ['4', '6', '5', '5']

论文链接: https://openreview.net/forum?id=JI2TGOehNT0

[153]. Ordering-Based Causal Discovery with Reinforcement Learning

平均得分: 5

得分: ['5', '5', '5', '5']

论文链接: https://openreview.net/forum?id=bMzj6hXL2VJ

[154]. Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning

平均得分: 5

得分: ['5', '5', '4', '6']

论文链接: https://openreview.net/forum?id=S2UB9PkrEjF

[155]. The Emergence of Individuality in Multi-Agent Reinforcement Learning

平均得分: 5

得分: ['5', '5', '4', '6']

论文链接: https://openreview.net/forum?id=EoVmlONgI9e

[156]. Explore with Dynamic Map: Graph Structured Reinforcement Learning

平均得分: 5

得分: ['4', '5', '6', '5']

论文链接: https://openreview.net/forum?id=-u4j4dHeWQi

[157]. Offline Meta-Reinforcement Learning with Advantage Weighting

平均得分: 5

得分: ['5', '6', '5', '4']

论文链接: https://openreview.net/forum?id=S5S3eTEmouw

[158]. Deep Q-Learning with Low Switching Cost

平均得分: 5

得分: ['6', '5', '5', '4']

论文链接: https://openreview.net/forum?id=7ODIasgLJlU

[159]. AWAC: Accelerating Online Reinforcement Learning with Offline Datasets

平均得分: 5

得分: ['6', '6', '3', '6', '4']

论文链接: https://openreview.net/forum?id=OJiM1R3jAtZ

[160]. A Strong On-Policy Competitor To PPO

平均得分: 5

得分: ['5', '5', '5']

论文链接: https://openreview.net/forum?id=0migj5lyUZl

[161]. Control-Aware Representations for Model-based Reinforcement Learning

平均得分: 5

得分: ['6', '5', '4']

论文链接: https://openreview.net/forum?id=dgd4EJqsbW5

[162]. Formal Language Constrained Markov Decision Processes

平均得分: 5

得分: ['5', '6', '4', '5']

论文链接: https://openreview.net/forum?id=NTP9OdaT6nm

[163]. Multi-Agent Imitation Learning with Copulas

平均得分: 5

得分: ['4', '4', '7']

论文链接: https://openreview.net/forum?id=gRr_gt5bker

[164]. Projected Latent Markov Chain Monte Carlo: Conditional Sampling of Normalizing Flows

平均得分: 5

得分: ['6', '5', '4']

论文链接: https://openreview.net/forum?id=MBpHUFrcG2x

[165]. Efficient Competitive Self-Play Policy Optimization

平均得分: 5

得分: ['7', '5', '3', '5']

论文链接: https://openreview.net/forum?id=99M-4QlinPr

[166]. Offline Model-Based Optimization via Normalized Maximum Likelihood Estimation

平均得分: 5

得分: ['5', '5', '5']

论文链接: https://openreview.net/forum?id=FmMKSO4e8JK

[167]. Beyond Prioritized Replay: Sampling States in Model-Based RL via Simulated Priorities

平均得分: 5

得分: ['4', '6', '5']

论文链接: https://openreview.net/forum?id=B5bZp0m7jZd

[168]. Action Guidance: Getting the Best of Sparse Rewards and Shaped Rewards for Real-time Strategy Games

平均得分: 5

得分: ['6', '4', '6', '4']

论文链接: https://openreview.net/forum?id=1OQ90khuUGZ

[169]. What About Taking Policy as Input of Value Function: Policy-extended Value Function Approximator

平均得分: 5

得分: ['7', '5', '5', '3']

论文链接: https://openreview.net/forum?id=V4AVDoFtVM

[170]. Optimizing Information Bottleneck in Reinforcement Learning: A Stein Variational Approach

平均得分: 5

得分: ['6', '4', '5', '5']

论文链接: https://openreview.net/forum?id=IKqCy8i1XL3

[171]. On the Estimation Bias in Double Q-Learning

平均得分: 5

得分: ['6', '5', '3', '6']

论文链接: https://openreview.net/forum?id=FKotzp6PZJw

[172]. Entropic Risk-Sensitive Reinforcement Learning: A Meta Regret Framework with Function Approximation

平均得分: 5

得分: ['6', '5', '4', '5']

论文链接: https://openreview.net/forum?id=q_kZm9eHIeD

[173]. Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds

平均得分: 5

得分: ['5', '7', '3']

论文链接: https://openreview.net/forum?id=H5B3lmpO1g

[174]. Policy Gradient with Expected Quadratic Utility Maximization: A New Mean-Variance Approach in Reinforcement Learning

平均得分: 5

得分: ['4', '5', '6']

论文链接: https://openreview.net/forum?id=BEs-Q1ggdwT

[175]. D2RL: Deep Dense Architectures in Reinforcement Learning

平均得分: 5

得分: ['4', '8', '4', '4']

论文链接: https://openreview.net/forum?id=mYNfmvt8oSv

[176]. Intention Propagation for  Multi-agent Reinforcement Learning

平均得分: 5

得分: ['3', '6', '6', '5']

论文链接: https://openreview.net/forum?id=7apQQsbahFz

[177]. SIM-GAN: Adversarial Calibration of Multi-Agent Market Simulators.

平均得分: 5

得分: ['3', '7', '5']

论文链接: https://openreview.net/forum?id=1z_Hg9oBCtY

[178]. Preventing Value Function Collapse in Ensemble  Q-Learning by Maximizing Representation Diversity

平均得分: 5

得分: ['4', '5', '5', '6']

论文链接: https://openreview.net/forum?id=dN_iVr6iNuU

[179]. REPAINT: Knowledge Transfer in Deep Actor-Critic Reinforcement Learning

平均得分: 5

得分: ['4', '6', '4', '6']

论文链接: https://openreview.net/forum?id=P84ryxVG6tR

[180]. Mixture of Step Returns in Bootstrapped DQN

平均得分: 5

得分: ['5', '4', '4', '7', '5']

论文链接: https://openreview.net/forum?id=X6YPReSv5CX

[181]. PAC-Bayesian Randomized Value Function with Informative Prior

平均得分: 4.8

得分: ['7', '3', '5', '4', '5']

论文链接: https://openreview.net/forum?id=d2m6yCwyJW

[182]. Learning Safe Multi-agent Control with Decentralized Neural Barrier Certificates

平均得分: 4.8

得分: ['4', '4', '6', '5', '5']

论文链接: https://openreview.net/forum?id=P6_q1BRxY8Q

[183]. Maximum Reward Formulation In Reinforcement Learning

平均得分: 4.8

得分: ['5', '6', '3', '4', '6']

论文链接: https://openreview.net/forum?id=BnokSKnhC7F

[184]. Model-Free Counterfactual Credit Assignment

平均得分: 4.75

得分: ['5', '5', '6', '3']

论文链接: https://openreview.net/forum?id=F8xpAPm_ZKS

[185]. Plan-Based Asymptotically Equivalent Reward Shaping

平均得分: 4.75

得分: ['3', '5', '7', '4']

论文链接: https://openreview.net/forum?id=w2Z2OwVNeK

[186]. Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization

平均得分: 4.75

得分: ['4', '3', '7', '5']

论文链接: https://openreview.net/forum?id=cQzf26aA3vM

[187]. Regioned Episodic Reinforcement Learning

平均得分: 4.75

得分: ['6', '4', '5', '4']

论文链接: https://openreview.net/forum?id=amRmtfpYgDt

[188]. Reinforcement Learning with Bayesian Classifiers: Efficient Skill Learning from Outcome Examples

平均得分: 4.75

得分: ['5', '4', '5', '5']

论文链接: https://openreview.net/forum?id=OZgVHzdKicb

[189]. Provably More Efficient Q-Learning in the One-Sided-Feedback/Full-Feedback Settings

平均得分: 4.75

得分: ['4', '4', '6', '5']

论文链接: https://openreview.net/forum?id=vY0bnzBBvtr

[190]. Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning

平均得分: 4.75

得分: ['4', '6', '4', '5']

论文链接: https://openreview.net/forum?id=gp5Uzbl-9C-

[191]. Safe Reinforcement Learning with Natural Language Constraints

平均得分: 4.75

得分: ['5', '3', '5', '6']

论文链接: https://openreview.net/forum?id=Ua5yGJhfgAg

[192]. ReaPER: Improving Sample Efficiency in Model-Based Latent Imagination

平均得分: 4.75

得分: ['4', '5', '4', '6']

论文链接: https://openreview.net/forum?id=nlWgE3A-iS

[193]. Coordinated Multi-Agent Exploration Using Shared Goals

平均得分: 4.75

得分: ['4', '5', '5', '5']

论文链接: https://openreview.net/forum?id=MPO4oML_JC

[194]. Measuring and mitigating interference in reinforcement learning

平均得分: 4.75

得分: ['5', '6', '4', '4']

论文链接: https://openreview.net/forum?id=26WnoE4hjS

[195]. Hamiltonian Q-Learning: Leveraging Importance-sampling for Data Efficient RL

平均得分: 4.75

得分: ['5', '5', '5', '4']

论文链接: https://openreview.net/forum?id=10XWPuAro86

[196]. A Maximum Mutual Information Framework for Multi-Agent Reinforcement Learning

平均得分: 4.75

得分: ['3', '5', '6', '5']

论文链接: https://openreview.net/forum?id=_zHHAZOLTVh

[197]. Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning

平均得分: 4.75

得分: ['4', '5', '4', '6']

论文链接: https://openreview.net/forum?id=f_GA2IU9-K-

[198]. Constrained Reinforcement Learning With Learned Constraints

平均得分: 4.75

得分: ['3', '3', '5', '8']

论文链接: https://openreview.net/forum?id=akgiLNAkC7P

[199]. Efficient Exploration for Model-based Reinforcement Learning with Continuous States and Actions

平均得分: 4.75

得分: ['5', '5', '4', '5']

论文链接: https://openreview.net/forum?id=asLT0W1w7Li

[200]. Error Controlled Actor-Critic Method to Reinforcement Learning

平均得分: 4.75

得分: ['7', '3', '3', '6']

论文链接: https://openreview.net/forum?id=n5yBuzpqqw

[201]. Cross-State Self-Constraint for Feature Generalization in Deep Reinforcement Learning

平均得分: 4.75

得分: ['5', '5', '4', '5']

论文链接: https://openreview.net/forum?id=JiNvAGORcMW

[202]. Safety Aware Reinforcement Learning (SARL)

平均得分: 4.75

得分: ['4', '6', '6', '3']

论文链接: https://openreview.net/forum?id=RDpTZpubOh7

[203]. UneVEn: Universal Value Exploration for Multi-Agent Reinforcement Learning

平均得分: 4.75

得分: ['4', '4', '6', '5']

论文链接: https://openreview.net/forum?id=0z1HScLBEpb

[204]. Interpretable Reinforcement Learning With Neural Symbolic Logic

平均得分: 4.67

得分: ['5', '4', '5']

论文链接: https://openreview.net/forum?id=M_gk45ItxIp

[205]. Network Reusability Analysis for Multi-Joint Robot Reinforcement Learning

平均得分: 4.67

得分: ['5', '4', '5']

论文链接: https://openreview.net/forum?id=hypDstHla7

[206]. Factored Action Spaces in Deep Reinforcement Learning

平均得分: 4.67

得分: ['6', '3', '5']

论文链接: https://openreview.net/forum?id=naSAkn2Xo46

[207]. Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning

平均得分: 4.67

得分: ['4', '6', '4']

论文链接: https://openreview.net/forum?id=TGFO0DbD_pk

[208]. The Skill-Action Architecture: Learning Abstract Action Embeddings for Reinforcement Learning

平均得分: 4.67

得分: ['5', '4', '5']

论文链接: https://openreview.net/forum?id=PU35uLgRZkk

[209]. Learning Intrinsic Symbolic Rewards in Reinforcement Learning

平均得分: 4.67

得分: ['5', '4', '5']

论文链接: https://openreview.net/forum?id=4CxsUBDQJqv

[210]. Robust Offline Reinforcement Learning from Low-Quality Data

平均得分: 4.6

得分: ['5', '4', '6', '6', '2']

论文链接: https://openreview.net/forum?id=uOjm_xqKEoX

[211]. Adaptive Learning Rates for Multi-Agent Reinforcement Learning

平均得分: 4.6

得分: ['5', '4', '4', '5', '5']

论文链接: https://openreview.net/forum?id=yN18f9V1Onp

[212]. Revisiting Parameter Sharing in Multi-Agent Deep Reinforcement Learning

平均得分: 4.5

得分: ['3', '3', '5', '7']

论文链接: https://openreview.net/forum?id=MWj_P-Lk3jC

[213]. Addressing Distribution Shift in Online Reinforcement Learning with Offline Datasets

平均得分: 4.5

得分: ['6', '5', '4', '3']

论文链接: https://openreview.net/forum?id=9hgEG-k57Zj

[214]. TOMA: Topological Map Abstraction for Reinforcement Learning

平均得分: 4.5

得分: ['4', '3', '5', '6']

论文链接: https://openreview.net/forum?id=yoem5ud2vb

[215]. Multi-agent Policy Optimization with Approximatively Synchronous Advantage Estimation

平均得分: 4.5

得分: ['5', '3', '6', '4']

论文链接: https://openreview.net/forum?id=Rw_vo-wIAa

[216]. Why Convolutional Networks Learn Oriented Bandpass Filters: Theory and Empirical Support

平均得分: 4.5

得分: ['6', '4', '5', '3']

论文链接: https://openreview.net/forum?id=UJRFjuJDsIO

[217]. Self-Activating Neural Ensembles for Continual Reinforcement Learning

平均得分: 4.5

得分: ['4', '4', '4', '6']

论文链接: https://openreview.net/forum?id=Jf24xdaAwF9

[218]. Approximating Pareto Frontier through Bayesian-optimization-directed Robust Multi-objective Reinforcement Learning

平均得分: 4.5

得分: ['5', '5', '5', '3']

论文链接: https://openreview.net/forum?id=S9MPX7ejmv

[219]. Model-Based Reinforcement Learning via Latent-Space Collocation

平均得分: 4.5

得分: ['3', '5', '6', '4']

论文链接: https://openreview.net/forum?id=ku4sJKvnbwV

[220]. CDT: Cascading Decision Trees for Explainable Reinforcement Learning

平均得分: 4.5

得分: ['4', '4', '5', '5']

论文链接: https://openreview.net/forum?id=WdOCkf4aCM

[221]. PGPS : Coupling Policy Gradient with Population-based Search

平均得分: 4.5

得分: ['5', '5', '3', '5']

论文链接: https://openreview.net/forum?id=PeT5p3ocagr

[222]. CAT-SAC: Soft Actor-Critic with Curiosity-Aware Entropy Temperature

平均得分: 4.5

得分: ['6', '4', '4', '4']

论文链接: https://openreview.net/forum?id=paE8yL0aKHo

[223]. Learning to Observe with Reinforcement Learning

平均得分: 4.5

得分: ['3', '6', '5', '4']

论文链接: https://openreview.net/forum?id=65sCF5wmhpv

[224]. Probabilistic Mixture-of-Experts for Efficient Deep Reinforcement Learning

平均得分: 4.5

得分: ['3', '6', '3', '6']

论文链接: https://openreview.net/forum?id=LtgEkhLScK3

[225]. Visual Imitation with Reinforcement Learning using Recurrent Siamese Networks

平均得分: 4.5

得分: ['4', '4', '4', '6']

论文链接: https://openreview.net/forum?id=MBdafA3G9k

[226]. Lyapunov Barrier Policy Optimization

平均得分: 4.5

得分: ['4', '6', '4', '4']

论文链接: https://openreview.net/forum?id=qUs18ed9oe

[227]. A Deeper Look at Discounting Mismatch in Actor-Critic Algorithms

平均得分: 4.5

得分: ['6', '4', '3', '5']

论文链接: https://openreview.net/forum?id=ypJS_nyu-I

[228]. Cross-Modal Domain Adaptation for Reinforcement Learning

平均得分: 4.5

得分: ['5', '4', '5', '4']

论文链接: https://openreview.net/forum?id=0owsv3F-fM

[229]. L2E: Learning to Exploit Your Opponent

平均得分: 4.5

得分: ['6', '4', '3', '5']

论文链接: https://openreview.net/forum?id=m4PC1eUknQG

[230]. MQES: Max-Q Entropy Search for Efficient Exploration in Continuous Reinforcement Learning

平均得分: 4.4

得分: ['4', '3', '5', '6', '4']

论文链接: https://openreview.net/forum?id=98ntbCuqf4i

[231]. Robust Multi-Agent Reinforcement Learning Driven by Correlated Equilibrium

平均得分: 4.4

得分: ['5', '4', '3', '6', '4']

论文链接: https://openreview.net/forum?id=JvPsKam58LX

[232]. R-LAtte: Attention Module for Visual Control via Reinforcement Learning

平均得分: 4.33

得分: ['4', '4', '5']

论文链接: https://openreview.net/forum?id=D4QFCXGe_z2

[233]. Multi-agent Deep FBSDE Representation For Large Scale  Stochastic Differential Games

平均得分: 4.33

得分: ['5', '3', '5']

论文链接: https://openreview.net/forum?id=UoAFJMzCNM

[234]. Aspect-based Sentiment Classification via Reinforcement Learning

平均得分: 4.33

得分: ['5', '5', '3']

论文链接: https://openreview.net/forum?id=bfTUfrqL6d

[235]. Refine and Imitate: Reducing Repetition and Inconsistency in Dialogue Generation via Reinforcement Learning and Human Demonstration

平均得分: 4.33

得分: ['3', '6', '4']

论文链接: https://openreview.net/forum?id=JthLaV0RsV

[236]. An Examination of Preference-based Reinforcement Learning for Treatment Recommendation

平均得分: 4.33

得分: ['4', '4', '5']

论文链接: https://openreview.net/forum?id=uxYjVEXx48i

[237]. Adaptive Dataset Sampling by Deep Policy Gradient

平均得分: 4.33

得分: ['5', '3', '5']

论文链接: https://openreview.net/forum?id=t2C42s67gsQ

[238]. Convergence Proof for Actor-Critic Methods Applied to PPO and RUDDER

平均得分: 4.25

得分: ['5', '4', '4', '4']

论文链接: https://openreview.net/forum?id=0hMthVxlS89

[239]. Q-Value Weighted Regression: Reinforcement Learning with Limited Data

平均得分: 4.25

得分: ['4', '6', '3', '4']

论文链接: https://openreview.net/forum?id=rd_bm8CK7o0

[240]. ScheduleNet: Learn to Solve MinMax mTSP Using Reinforcement Learning with Delayed Reward

平均得分: 4.25

得分: ['5', '4', '3', '5']

论文链接: https://openreview.net/forum?id=P63SQE0fVa

[241]. Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms

平均得分: 4.25

得分: ['4', '4', '3', '6']

论文链接: https://openreview.net/forum?id=t5lNr0Lw84H

[242]. Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in First-person Simulated 3D Environments

平均得分: 4.25

得分: ['3', '4', '4', '6']

论文链接: https://openreview.net/forum?id=7AQUzh5ntX_

[243]. Model-Free Energy Distance for Pruning DNNs

平均得分: 4.25

得分: ['5', '2', '5', '5']

论文链接: https://openreview.net/forum?id=k2TyMLwuikx

[244]. D4RL: Datasets for Deep Data-Driven Reinforcement Learning

平均得分: 4.25

得分: ['2', '3', '6', '6']

论文链接: https://openreview.net/forum?id=px0-N3_KjA

[245]. Exploring Transferability of Perturbations in Deep Reinforcement Learning

平均得分: 4.25

得分: ['3', '4', '6', '4']

论文链接: https://openreview.net/forum?id=inBTt_wSv0

[246]. Alpha-DAG: a reinforcement learning based algorithm to learn Directed Acyclic Graphs

平均得分: 4.25

得分: ['4', '5', '4', '4']

论文链接: https://openreview.net/forum?id=0jqRSnFnmL_

[247]. Visual Explanation using Attention Mechanism in Actor-Critic-based Deep Reinforcement Learning

平均得分: 4.25

得分: ['5', '5', '4', '3']

论文链接: https://openreview.net/forum?id=Y0MgRifqikY

[248]. Knapsack Pruning with Inner Distillation

平均得分: 4.25

得分: ['4', '4', '5', '4']

论文链接: https://openreview.net/forum?id=O9NAKC_MqMx

[249]. Reinforcement Learning for Flexibility Design Problems

平均得分: 4.25

得分: ['5', '4', '4', '4']

论文链接: https://openreview.net/forum?id=oAkujcqxJzW

[250]. Model-based Navigation in Environments with Novel Layouts Using Abstract $2$-D Maps

平均得分: 4.25

得分: ['6', '4', '4', '3']

论文链接: https://openreview.net/forum?id=_lV1OrJIgiG

[251]. Model-Based Robust Deep Learning: Generalizing to Natural, Out-of-Distribution Data

平均得分: 4.25

得分: ['5', '5', '4', '3']

论文链接: https://openreview.net/forum?id=RgDq8-AwvtN

[252]. Structure and randomness in planning and reinforcement learning

平均得分: 4.2

得分: ['5', '3', '6', '3', '4']

论文链接: https://openreview.net/forum?id=UOOmHiXetC

[253]. Trust, but verify: model-based exploration in sparse reward environments

平均得分: 4

得分: ['4', '2', '6', '4']

论文链接: https://openreview.net/forum?id=DE0MSwKv32y

[254]. Play to Grade: Grading Interactive Coding Games as Classifying Markov Decision Process

平均得分: 4

得分: ['4', '3', '5']

论文链接: https://openreview.net/forum?id=GJkTaYTmzVS

[255]. Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning

平均得分: 4

得分: ['5', '3', '4', '4']

论文链接: https://openreview.net/forum?id=gDikr8MVsMF

[256]. Regret Bounds and Reinforcement Learning Exploration of EXP-based Algorithms

平均得分: 4

得分: ['4', '4', '4']

论文链接: https://openreview.net/forum?id=-5W5OBfFlwX

[257]. MDP Playground: Controlling Dimensions of Hardness in Reinforcement Learning

平均得分: 4

得分: ['4', '3', '4', '5']

论文链接: https://openreview.net/forum?id=axNDkxU9-6z

[258]. Intrinsically Guided Exploration in Meta Reinforcement Learning

平均得分: 4

得分: ['4', '4', '4', '4']

论文链接: https://openreview.net/forum?id=RwQZd8znR10

[259]. Adaptive N-step Bootstrapping with Off-policy Data

平均得分: 4

得分: ['4', '4', '3', '5']

论文链接: https://openreview.net/forum?id=bhngY7lHu_

[260]. FORK: A FORward-looKing Actor for Model-Free Reinforcement Learning

平均得分: 4

得分: ['5', '3', '5', '3']

论文链接: https://openreview.net/forum?id=lXW6Sk1075v

[261]. Measuring Progress in Deep Reinforcement Learning Sample Efficiency

平均得分: 4

得分: ['4', '5', '5', '2']

论文链接: https://openreview.net/forum?id=_QdvdkxOii6

[262]. Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning

平均得分: 4

得分: ['6', '3', '4', '3']

论文链接: https://openreview.net/forum?id=ToWi1RjuEr8

[263]. Joint State-Action Embedding for Efficient Reinforcement Learning

平均得分: 3.8

得分: ['5', '1', '4', '3', '6']

论文链接: https://openreview.net/forum?id=5USOVm2HkfG

[264]. Deep Reinforcement Learning for Optimal Stopping with Application in Financial Engineering

平均得分: 3.75

得分: ['2', '4', '4', '5']

论文链接: https://openreview.net/forum?id=REKvFYIgwz9

[265]. Playing Atari with Capsule Networks: A systematic comparison of CNN and CapsNets-based agents.

平均得分: 3.75

得分: ['2', '4', '5', '4']

论文链接: https://openreview.net/forum?id=GeOIKynj_V

[266]. Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification

平均得分: 3.75

得分: ['4', '3', '3', '5']

论文链接: https://openreview.net/forum?id=e-ZdxsIwweR

[267]. Decorrelated Double Q-learning

平均得分: 3.75

得分: ['4', '3', '5', '3']

论文链接: https://openreview.net/forum?id=jcN7a3yZeQc

[268]. Learning to Dynamically Select Between Reward Shaping Signals

平均得分: 3.75

得分: ['5', '2', '4', '4']

论文链接: https://openreview.net/forum?id=NrN8XarA2Iz

[269]. Empirically Verifying Hypotheses Using Reinforcement Learning

平均得分: 3.75

得分: ['3', '3', '5', '4']

论文链接: https://openreview.net/forum?id=XbJiphOWXiU

[270]. Self-Supervised Continuous Control without Policy Gradient

平均得分: 3.75

得分: ['3', '4', '4', '4']

论文链接: https://openreview.net/forum?id=pNDvPXd1qUk

[271]. Dynamic Relational Inference in Multi-Agent Trajectories

平均得分: 3.75

得分: ['2', '4', '5', '4']

论文链接: https://openreview.net/forum?id=UV9kN3S4uTZ

[272]. Greedy Multi-Step Off-Policy Reinforcement Learning

平均得分: 3.75

得分: ['2', '4', '4', '5']

论文链接: https://openreview.net/forum?id=rAIkhjUK0Tx

[273]. Addressing Extrapolation Error in Deep Offline Reinforcement Learning

平均得分: 3.67

得分: ['3', '4', '4']

论文链接: https://openreview.net/forum?id=OCRKCul3eKN

[274]. Offline Policy Optimization with Variance Regularization

平均得分: 3.67

得分: ['3', '4', '4']

论文链接: https://openreview.net/forum?id=P3WG6p6Jnb

[275]. Fine-Tuning Offline Reinforcement Learning with Model-Based Policy Optimization

平均得分: 3.6

得分: ['3', '4', '4', '5', '2']

论文链接: https://openreview.net/forum?id=wiSgdeJ29ee

[276]. Learning to communicate through imagination with model-based deep multi-agent reinforcement learning

平均得分: 3.5

得分: ['3', '4', '4', '3']

论文链接: https://openreview.net/forum?id=boZj4g3Jocj

[277]. A Robust Fuel Optimization Strategy For Hybrid Electric Vehicles: A Deep Reinforcement Learning Based Continuous Time Design Approach

平均得分: 3.5

得分: ['3', '5', '4', '2']

论文链接: https://openreview.net/forum?id=LFs3CnHwfM

[278]. Deep Reinforcement Learning With Adaptive Combined Critics

平均得分: 3.5

得分: ['3', '3', '5', '3']

论文链接: https://openreview.net/forum?id=gtwVBChN8td

[279]. FSV: Learning to Factorize Soft Value Function for Cooperative Multi-Agent Reinforcement Learning

平均得分: 3.4

得分: ['2', '6', '2', '3', '4']

论文链接: https://openreview.net/forum?id=ijVgDcvLmZ

[280]. Success-Rate Targeted Reinforcement Learning by Disorientation Penalty

平均得分: 3.25

得分: ['2', '3', '4', '4']

论文链接: https://openreview.net/forum?id=rQYyXqHPgZR

[281]. Explainable Reinforcement Learning Through Goal-Based Explanations

平均得分: 3.25

得分: ['3', '3', '4', '3']

论文链接: https://openreview.net/forum?id=IlJbTsygaI6

[282]. Hierarchical Meta Reinforcement Learning for Multi-Task Environments

平均得分: 3.25

得分: ['3', '3', '4', '3']

论文链接: https://openreview.net/forum?id=u9ax42K7ND

[283]. Interpretable Meta-Reinforcement Learning with Actor-Critic Method

平均得分: 3.2

得分: ['4', '3', '4', '2', '3']

论文链接: https://openreview.net/forum?id=-RQVWPX73VP

[284]. Reinforcement Learning Based Asymmetrical DNN Modularization for Optimal Loading

平均得分: 3

得分: ['3', '2', '3', '4']

论文链接: https://openreview.net/forum?id=_qJXkf347k

[285]. Stochastic Inverse Reinforcement Learning

平均得分: 2.8

得分: ['2', '2', '4', '3', '3']

论文链接: https://openreview.net/forum?id=l3gNU1KStIC

[286]. Using Deep Reinforcement Learning to Train and Evaluate Instructional Sequencing Policies for an Intelligent Tutoring System

平均得分: 2.67

得分: ['2', '4', '2']

论文链接: https://openreview.net/forum?id=eIPsmKwTrIe

[287]. Guiding Representation Learning in Deep Generative Models with Policy Gradients

平均得分: 2.5

得分: ['2', '4', '3', '1']

论文链接: https://openreview.net/forum?id=sgNhTKrZjaT

完

总结1：周志华 || AI领域如何做研究-写高水平论文

总结2：全网首发最全深度强化学习资料(永更)

总结3:  《强化学习导论》代码/习题答案大全

总结4：30+个必知的《人工智能》会议清单

总结5：2019年-57篇深度强化学习文章汇总

总结6:   万字总结 || 强化学习之路

总结7：万字总结 || 多智能体强化学习(MARL)大总结

总结8：深度强化学习理论、模型及编码调参技巧

完

第85篇：279页总结"基于模型的强化学习方法"

第84篇：阿里强化学习领域研究助理/实习生招聘

第83篇：180篇NIPS2020顶会强化学习论文

第82篇：强化学习需要批归一化(Batch Norm)吗？

第81篇：《综述》多智能体强化学习算法理论研究

第80篇：强化学习《奖励函数设计》详细解读

第79篇: 诺亚方舟开源高性能强化学习库“刑天”

第78篇：强化学习如何tradeoff"探索"和"利用"？

第77篇：深度强化学习工程师/研究员面试指南

第76篇：DAI2020 自动驾驶挑战赛(强化学习)

第75篇：Distributional Soft Actor-Critic算法

第74篇：【中文公益公开课】RLChina2020

第73篇：Tensorflow2.0实现29种深度强化学习算法

第72篇：【万字长文】解决强化学习"稀疏奖励"

第71篇：【公开课】高级强化学习专题

第70篇：DeepMind发布"离线强化学习基准“

第69篇：深度强化学习【Seaborn】绘图方法

第68篇：【DeepMind】多智能体学习231页PPT

第67篇：126篇ICML2020会议"强化学习"论文汇总

第66篇：分布式强化学习框架Acme，并行性加强

第65篇：DQN系列(3): 优先级经验回放(PER)

第64篇：UC Berkeley开源RAD来改进强化学习算法

第63篇：华为诺亚方舟招聘 || 强化学习研究实习生

第62篇：ICLR2020- 106篇深度强化学习顶会论文

第61篇：David Sliver 亲自讲解AlphaGo、Zero

第60篇：滴滴主办强化学习挑战赛:KDD Cup-2020

第59篇：Agent57在所有经典Atari 游戏中吊打人类

第58篇：清华开源「天授」强化学习平台

第57篇：Google发布"强化学习"框架"SEED RL"

第56篇：RL教父Sutton实现强人工智能算法的难易

第55篇：内推 ||  阿里2020年强化学习实习生招聘

第54篇：顶会 || 65篇"IJCAI"深度强化学习论文

第53篇：TRPO/PPO提出者John Schulman谈科研

第52篇：《强化学习》可复现性和稳健性，如何解决？

第51篇：强化学习和最优控制的《十个关键点》

第50篇：微软全球深度强化学习开源项目开放申请

第49篇：DeepMind发布强化学习库 RLax

第48篇：AlphaStar过程详解笔记

第47篇：Exploration-Exploitation难题解决方法

第46篇：DQN系列(2): Double DQN 算法

第45篇：DQN系列(1): Double Q-learning

第44篇：科研界最全工具汇总

第43篇：起死回生|| 如何rebuttal顶会学术论文?

第42篇：深度强化学习入门到精通资料综述

第41篇：顶会征稿 ||  ICAPS2020: DeepRL

第40篇：实习生招聘 || 华为诺亚方舟实验室

第39篇：滴滴实习生|| 深度强化学习方向

第38篇：AAAI-2020 || 52篇深度强化学习论文

第37篇：Call For Papers# IJCNN2020-DeepRL

第36篇：复现"深度强化学习"论文的经验之谈

第35篇：α-Rank算法之DeepMind及Huawei改进

第34篇：从Paper到Coding, DRL挑战34类游戏

第33篇：DeepMind-102页深度强化学习PPT

第32篇：腾讯AI Lab强化学习招聘(正式/实习)

第31篇：强化学习，路在何方？

第30篇：强化学习的三种范例

第29篇：框架ES-MAML：进化策略的元学习方法

第28篇：138页“策略优化”PPT--Pieter Abbeel

第27篇：迁移学习在强化学习中的应用及最新进展

第26篇：深入理解Hindsight Experience Replay

第25篇：10项【深度强化学习】赛事汇总

第24篇：DRL实验中到底需要多少个随机种子？

第23篇：142页"ICML会议"强化学习笔记

第22篇：通过深度强化学习实现通用量子控制

第21篇：《深度强化学习》面试题汇总

第20篇：《深度强化学习》招聘汇总(13家企业）

第19篇：解决反馈稀疏问题之HER原理与代码实现

第18篇："DeepRacer" —顶级深度强化学习挑战赛

第17篇：AI Paper | 几个实用工具推荐

第16篇：AI领域：如何做优秀研究并写高水平论文？

第15篇：DeepMind开源三大新框架！

第14篇：61篇NIPS2019DeepRL论文及部分解读

第13篇：OpenSpiel(28种DRL环境+24种DRL算法)

第12篇：模块化和快速原型设计Huskarl DRL框架

第11篇：DRL在Unity自行车环境中配置与实践

第10篇：解读72篇DeepMind深度强化学习论文

第9篇：《AutoML》：一份自动化调参的指导

第8篇：ReinforceJS库（动态展示DP、TD、DQN）

第7篇：10年NIPS顶会DRL论文(100多篇)汇总

第6篇：ICML2019-深度强化学习文章汇总

第5篇：深度强化学习在阿里巴巴的技术演进

第4篇：深度强化学习十大原则

第3篇：“超参数”自动化设置方法---DeepHyper

第2篇：深度强化学习的加速方法

第1篇：深入浅出解读"多巴胺（Dopamine）论文"、环境配置和实例分析

第14期论文:  2020-02-10(8篇)

第13期论文：2020-1-21(共7篇)

第12期论文：2020-1-10(Pieter Abbeel一篇,共6篇)

第11期论文：2019-12-19(3篇，一篇OpennAI)

第10期论文：2019-12-13(8篇)

第9期论文：2019-12-3(3篇)

第8期论文：2019-11-18(5篇)

第7期论文：2019-11-15(6篇)

第6期论文：2019-11-08(2篇)

第5期论文：2019-11-07(5篇，一篇DeepMind发表)

第4期论文：2019-11-05(4篇)

第3期论文：2019-11-04(6篇)

第2期论文：2019-11-03(3篇)

第1期论文：2019-11-02(5篇)