conftrace_
← Methods
Reinforcement Learning › Methods ›

Deep RL

3,861 papers

Papers per year

Papers

Nearly Minimax Optimal Reinforcement Learning for Discounted MDPs NIPS 2021
Reinforcement Learning Enhanced Explainer for Graph Neural Networks NIPS 2021
The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning NIPS 2021
Design of Experiments for Stochastic Contextual Linear Bandits NIPS 2021
Causal Influence Detection for Improving Efficiency in Reinforcement Learning NIPS 2021
Policy Optimization in Adversarial MDPs: Improved Exploration via Dilated Bonuses NIPS 2021
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
The Difficulty of Passive Learning in Deep Reinforcement Learning NIPS 2021
A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems NIPS 2021
Learning State Representations from Random Deep Action-conditional Predictions NIPS 2021
Off-Policy Risk Assessment in Contextual Bandits NIPS 2021
Discovering and Achieving Goals via World Models NIPS 2021
Distributionally Robust Imitation Learning NIPS 2021
Dr Jekyll & Mr Hyde: the strange case of off-policy policy updates NIPS 2021
RL for Latent MDPs: Regret Guarantees and a Lower Bound NIPS 2021
Adaptive Ensemble Q-learning: Minimizing Estimation Bias via Error Feedback NIPS 2021
Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding NIPS 2021
Learning to Synthesize Programs as Interpretable and Generalizable Policies NIPS 2021
NovelD: A Simple yet Effective Exploration Criterion NIPS 2021
Machine versus Human Attention in Deep Reinforcement Learning Tasks NIPS 2021
Mastering Atari Games with Limited Data NIPS 2021
A Max-Min Entropy Framework for Reinforcement Learning NIPS 2021
Fast Algorithms for $L_\infty$-constrained S-rectangular Robust MDPs NIPS 2021
Robust Deep Reinforcement Learning through Adversarial Loss NIPS 2021
Provable Model-based Nonlinear Bandit and Reinforcement Learning: Shelve Optimism, Embrace Virtual Curvature NIPS 2021