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Deep RL

3,861 papers

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Papers

Model-Based Reinforcement Learning via Imagination with Derived Memory NIPS 2021
MADE: Exploration via Maximizing Deviation from Explored Regions NIPS 2021
Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation NIPS 2021
Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning NIPS 2021
On the Estimation Bias in Double Q-Learning NIPS 2021
Online learning in MDPs with linear function approximation and bandit feedback. NIPS 2021
Learning Collaborative Policies to Solve NP-hard Routing Problems NIPS 2021
Information is Power: Intrinsic Control via Information Capture NIPS 2021
Entropic Desired Dynamics for Intrinsic Control NIPS 2021
Hierarchical Skills for Efficient Exploration NIPS 2021
Generalized Proximal Policy Optimization with Sample Reuse NIPS 2021
A Provably Efficient Model-Free Posterior Sampling Method for Episodic Reinforcement Learning NIPS 2021
FACMAC: Factored Multi-Agent Centralised Policy Gradients NIPS 2021
Continual Auxiliary Task Learning NIPS 2021
Tactical Optimism and Pessimism for Deep Reinforcement Learning NIPS 2021
Outcome-Driven Reinforcement Learning via Variational Inference NIPS 2021
Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning NIPS 2021
Bellman Eluder Dimension: New Rich Classes of RL Problems, and Sample-Efficient Algorithms NIPS 2021
Provably Efficient Reinforcement Learning with Linear Function Approximation under Adaptivity Constraints NIPS 2021
Safe Reinforcement Learning by Imagining the Near Future NIPS 2021
MAP Propagation Algorithm: Faster Learning with a Team of Reinforcement Learning Agents NIPS 2021
Decision Transformer: Reinforcement Learning via Sequence Modeling NIPS 2021
Neural Algorithmic Reasoners are Implicit Planners NIPS 2021
Reinforcement Learning with State Observation Costs in Action-Contingent Noiselessly Observable Markov Decision Processes NIPS 2021
Iterative Amortized Policy Optimization NIPS 2021