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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Trading off Utility, Informativeness, and Complexity in Emergent Communication NIPS 2022
Meta-Reward-Net: Implicitly Differentiable Reward Learning for Preference-based Reinforcement Learning NIPS 2022
Behavior Transformers: Cloning $k$ modes with one stone NIPS 2022
Dungeons and Data: A Large-Scale NetHack Dataset NIPS 2022
Mask-based Latent Reconstruction for Reinforcement Learning NIPS 2022
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems NIPS 2022
HyperTree Proof Search for Neural Theorem Proving NIPS 2022
The Policy-gradient Placement and Generative Routing Neural Networks for Chip Design NIPS 2022
Learning General World Models in a Handful of Reward-Free Deployments NIPS 2022
QUARK: Controllable Text Generation with Reinforced Unlearning NIPS 2022
MATE: Benchmarking Multi-Agent Reinforcement Learning in Distributed Target Coverage Control NIPS 2022
Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs NIPS 2022
LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward NIPS 2022
Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NIPS 2022
Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels? NIPS 2022
Distributional Reinforcement Learning for Risk-Sensitive Policies NIPS 2022
Supported Policy Optimization for Offline Reinforcement Learning NIPS 2022
TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification NIPS 2022
Robust Reinforcement Learning using Offline Data NIPS 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NIPS 2022
The least-control principle for local learning at equilibrium NIPS 2022
Uni[MASK]: Unified Inference in Sequential Decision Problems NIPS 2022
MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control NIPS 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning NIPS 2022
The Pitfalls of Regularization in Off-Policy TD Learning NIPS 2022