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Policy Learning

2068 directly classified papers

Papers per year

Papers

Mutant: Learning Congestion Control from Existing Protocols via Online Reinforcement Learning NSDI 2025
GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025
Gazing at Rewards: Eye Movements as a Lens into Human and AI Decision-Making in Hybrid Visual Foraging CVPR 2025
ViUniT: Visual Unit Tests for More Robust Visual Programming CVPR 2025
Automated Proof of Polynomial Inequalities via Reinforcement Learning CVPR 2025
Spatial-Temporal Graph Diffusion Policy with Kinematic Modeling for Bimanual Robotic Manipulation CVPR 2025
KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025
Minority-Aware Satisfaction Estimation in Dialogue Systems via Preference-Adaptive Reinforcement Learning IJCNLP 2025
Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025
Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning AAAI 2025
Maximum Entropy Softmax Policy Gradient via Entropy Advantage Estimation IJCAI 2025
SPoRt - Safe Policy Ratio: Certified Training and Deployment of Task Policies in Model-Free RL IJCAI 2025
S-EPOA: Overcoming the Indistinguishability of Segments with Skill-Driven Preference-Based Reinforcement Learning IJCAI 2025
Rule-Guided Reinforcement Learning Policy Evaluation and Improvement IJCAI 2025
Preference-based Deep Reinforcement Learning for Historical Route Estimation IJCAI 2025
Imitation Learning via Focused Satisficing IJCAI 2025
ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning AAAI 2025
Bootstrapped Reward Shaping AAAI 2025
Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025
Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025
On Corruption-Robustness in Performative Reinforcement Learning AAAI 2025
Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning AAAI 2025
Discovering Options That Minimize Average Planning Time AAAI 2025
Indirect Online Preference Optimization via Reinforcement Learning IJCAI 2025