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Policy Learning

2,076 papers

Papers per year

23
23
216
153
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Papers

No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery NIPS 2024
Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation NIPS 2024
Policy Optimization for Robust Average Reward MDPs NIPS 2024
Implicit Curriculum in Procgen Made Explicit NIPS 2024
Towards the Transferability of Rewards Recovered via Regularized Inverse Reinforcement Learning NIPS 2024
Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning NIPS 2024
Automated Multi-level Preference for MLLMs NIPS 2024
Policy Mirror Descent with Lookahead NIPS 2024
A theoretical case-study of Scalable Oversight in Hierarchical Reinforcement Learning NIPS 2024
Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment NIPS 2024
A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective NIPS 2024
C-GAIL: Stabilizing Generative Adversarial Imitation Learning with Control Theory NIPS 2024
Model-free Low-Rank Reinforcement Learning via Leveraged Entry-wise Matrix Estimation NIPS 2024
Solving Minimum-Cost Reach Avoid using Reinforcement Learning NIPS 2024
Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning NIPS 2024
Learning the Optimal Policy for Balancing Short-Term and Long-Term Rewards NIPS 2024
Differentiable Quantum Computing for Large-scale Linear Control NIPS 2024
Learning Formal Mathematics From Intrinsic Motivation NIPS 2024
XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NIPS 2024
Simplifying Constraint Inference with Inverse Reinforcement Learning NIPS 2024
Goal-Conditioned On-Policy Reinforcement Learning NIPS 2024
Goal Conditioned Reinforcement Learning for Photo Finishing Tuning NIPS 2024
Do's and Don'ts: Learning Desirable Skills with Instruction Videos NIPS 2024
Discovering Creative Behaviors through DUPLEX: Diverse Universal Features for Policy Exploration NIPS 2024
Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision NIPS 2024