Experience Replay More When It's a Key Transition in Deep Reinforcement Learning Sep 29, 2021 Deep Reinforcement Learning OpenAI Gym
— Unverified Efficient Wasserstein and Sinkhorn Policy Optimization Sep 29, 2021 Policy Gradient Methods Reinforcement Learning (RL)
— Unverified Adaptive Graph Capsule Convolutional Networks Sep 29, 2021 GPU Reinforcement Learning (RL)
— Unverified Decoupling Strategy and Surface Realization for Task-oriented Dialogues Sep 29, 2021 Reinforcement Learning (RL) Style Transfer
— Unverified Evolution Strategies as an Alternate Learning method for Hierarchical Reinforcement Learning Sep 29, 2021 Hierarchical Reinforcement Learning Policy Gradient Methods
— Unverified Learning Controllable Elements Oriented Representations for Reinforcement Learning Sep 29, 2021 Decision Making Deep Reinforcement Learning
— Unverified Interpreting Reinforcement Policies through Local Behaviors Sep 29, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified A Flexible Measurement of Diversity in Datasets with Random Network Distillation Sep 29, 2021 Diversity Image Generation
— Unverified A General Theory of Relativity in Reinforcement Learning Sep 29, 2021 reinforcement-learning Reinforcement Learning
— Unverified HyperDQN: A Randomized Exploration Method for Deep Reinforcement Learning Sep 29, 2021 Deep Reinforcement Learning Efficient Exploration
Code Code Available Greedy-based Value Representation for Efficient Coordination in Multi-agent Reinforcement Learning Sep 29, 2021 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Efficient Reinforcement Learning Experimentation in PyTorch Sep 29, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Exploring the Robustness of Distributional Reinforcement Learning against Noisy State Observations Sep 29, 2021 Distributional Reinforcement Learning reinforcement-learning
— Unverified Decentralized Cooperative Multi-Agent Reinforcement Learning with Exploration Sep 29, 2021 Multi-agent Reinforcement Learning Q-Learning
— Unverified CausalDyna: Improving Generalization of Dyna-style Reinforcement Learning via Counterfactual-Based Data Augmentation Sep 29, 2021 counterfactual Data Augmentation
— Unverified Adaptive Q-learning for Interaction-Limited Reinforcement Learning Sep 29, 2021 Offline RL Q-Learning
— Unverified Evolutionary Diversity Optimization with Clustering-based Selection for Reinforcement Learning Sep 29, 2021 Clustering continuous-control
— Unverified Assessing Deep Reinforcement Learning Policies via Natural Corruptions at the Edge of Imperceptibility Sep 29, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Auto-Encoding Inverse Reinforcement Learning Sep 29, 2021 Decision Making Imitation Learning
— Unverified Better state exploration using action sequence equivalence Sep 29, 2021 Open-Ended Question Answering reinforcement-learning
— Unverified Deep Ensemble Policy Learning Sep 29, 2021 Diversity Ensemble Learning
— Unverified A Principled Permutation Invariant Approach to Mean-Field Multi-Agent Reinforcement Learning Sep 29, 2021 Inductive Bias Multi-agent Reinforcement Learning
— Unverified Bayesian Exploration for Lifelong Reinforcement Learning Sep 29, 2021 Lifelong learning reinforcement-learning
— Unverified An Optics Controlling Environment and Reinforcement Learning Benchmarks Sep 29, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Fully Decentralized Model-based Policy Optimization with Networked Agents Sep 29, 2021 Model-based Reinforcement Learning Reinforcement Learning (RL)
— Unverified Combinatorial Reinforcement Learning Based Scheduling for DNN Execution on Edge Sep 29, 2021 Edge-computing reinforcement-learning
— Unverified Hypothesis Driven Coordinate Ascent for Reinforcement Learning Sep 29, 2021 MuJoCo OpenAI Gym
— Unverified Adversarial Style Transfer for Robust Policy Optimization in Reinforcement Learning Sep 29, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning Sep 29, 2021 Atari Games Descriptive
— Unverified Fourier Features in Reinforcement Learning with Neural Networks Sep 29, 2021 reinforcement-learning Reinforcement Learning
Code Code Available AARL: Automated Auxiliary Loss for Reinforcement Learning Sep 29, 2021 reinforcement-learning Reinforcement Learning
— Unverified Multi-Agent Reinforcement Learning with Shared Resource in Inventory Management Sep 29, 2021 Management Multi-agent Reinforcement Learning
— Unverified Rewardless Open-Ended Learning (ROEL) Sep 29, 2021 reinforcement-learning Reinforcement Learning
— Unverified The guide and the explorer: smart agents for resource-limited iterated batch reinforcement learning Sep 29, 2021 Acrobot Model Predictive Control
— Unverified Semi-supervised Offline Reinforcement Learning with Pre-trained Decision Transformers Sep 29, 2021 D4RL Offline RL
— Unverified Offline Reinforcement Learning with Resource Constrained Online Deployment Sep 29, 2021 D4RL Offline RL
— Unverified Offline Reinforcement Learning with In-sample Q-Learning Sep 29, 2021 D4RL Offline RL
Code Code Available Pretraining for Language Conditioned Imitation with Transformers Sep 29, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified Reasoning With Hierarchical Symbols: Reclaiming Symbolic Policies For Visual Reinforcement Learning Sep 29, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified PDQN - A Deep Reinforcement Learning Method for Planning with Long Delays: Optimization of Manufacturing Dispatching Sep 29, 2021 Decision Making Deep Reinforcement Learning
— Unverified Theoretical understanding of adversarial reinforcement learning via mean-field optimal control Sep 29, 2021 Generalization Bounds reinforcement-learning
— Unverified Pareto Policy Adaptation Sep 29, 2021 Multi-Objective Reinforcement Learning reinforcement-learning
— Unverified SPP-RL: State Planning Policy Reinforcement Learning Sep 29, 2021 MuJoCo reinforcement-learning
— Unverified Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems Sep 29, 2021 reinforcement-learning Reinforcement Learning
— Unverified Towards Understanding Distributional Reinforcement Learning: Regularization, Optimization, Acceleration and Sinkhorn Algorithm Sep 29, 2021 Atari Games Distributional Reinforcement Learning
— Unverified ^2-exploration for Reinforcement Learning Sep 29, 2021 General Reinforcement Learning Q-Learning
— Unverified MOBA: Multi-teacher Model Based Reinforcement Learning Sep 29, 2021 Decision Making Knowledge Distillation
— Unverified Rethinking Pareto Approaches in Constrained Reinforcement Learning Sep 29, 2021 reinforcement-learning Reinforcement Learning
— Unverified Reinforcement Learning with Ex-Post Max-Min Fairness Sep 29, 2021 Fairness reinforcement-learning
— Unverified Weakly-Supervised Learning of Disentangled and Interpretable Skills for Hierarchical Reinforcement Learning Sep 29, 2021 Decoder Hierarchical Reinforcement Learning
— Unverified 