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Papers
Which Mutual-Information Representation Learning Objectives are Sufficient for Control?
NeurIPS 2021
Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability
NeurIPS 2021
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation
NeurIPS 2021
Width-based Lookaheads with Learnt Base Policies and Heuristics Over the Atari-2600 Benchmark
NeurIPS 2021
XDO: A Double Oracle Algorithm for Extensive-Form Games
NeurIPS 2021
A Berry Picking Robot With A Hybrid Soft-Rigid Arm: Design and Task Space Control
RSS 2020
Accelerating and Improving AlphaZero Using Population Based Training
AAAI 2020
Accelerating Reinforcement Learning with Learned Skill Priors
CoRL 2020
ACNMP: Skill Transfer and Task Extrapolation through Learning from Demonstration and Reinforcement Learning via Representation Sharing
CoRL 2020
Active Vision for Early Recognition of Human Actions
CVPR 2020
Active World Model Learning with Progress Curiosity
ICML 2020
Actor-Critic Provably Finds Nash Equilibria of Linear-Quadratic Mean-Field Games
ICLR 2020
Adaptive Estimator Selection for Off-Policy Evaluation
ICML 2020
Adaptive Reward-Poisoning Attacks against Reinforcement Learning
ICML 2020
Adaptive Trade-Offs in Off-Policy Learning
AISTATS 2020
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards
ACL 2020
A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms
AISTATS 2020
A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation
ICML 2020
Agbots 2.0: Weeding Denser Fields with Fewer Robots
RSS 2020
A Hybrid Stochastic Policy Gradient Algorithm for Reinforcement Learning
AISTATS 2020
AI-Toolbox: A C++ library for Reinforcement Learning and Planning (with Python Bindings)
JMLR 2020
A Learning Based Branch and Bound for Maximum Common Subgraph Related Problems
AAAI 2020
A Learning-based Iterative Method for Solving Vehicle Routing Problems
ICLR 2020
A Learning-Exploring Method to Generate Diverse Paraphrases with Multi-Objective Deep Reinforcement Learning
COLING 2020
A Machine of Few Words: Interactive Speaker Recognition with Reinforcement Learning
Interspeech 2020