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credit assignment

146 papers

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reinforcement learning (40) multi-agent reinforcement learning (33) policy gradient (14) large language model (12) policy optimization (11) recurrent neural network (9) value decomposition (8) multi-agent system (8) group relative policy optimization (6) neural network (6)

Papers

Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs ACL 2026 AT²PO: Agentic Turn-based Policy Optimization via Tree Search ACL 2026 AttnPO: Attention-Guided Process Supervision for Efficient Reasoning ACL 2026 AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video CVPR 2026 DRM: Diffusion-based Reward Model With Step-wise Guidance CVPR 2026 Enhancing LLM-based Search Agents via Contribution Weighted Group Relative Policy Optimization ACL 2026 Escaping the Echo Trap: On Credit Assignment Failure in Multi-turn LLM Self-Reflection ACL 2026 Evo-Attacker: Memory-Augmented Reinforcement Learning for Long-Horizon Tool Attacks on LLM-MAS ACL 2026 Fine-Grained GRPO for Precise Preference Alignment in Flow Models CVPR 2026 Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management ACL 2026 GUI-SAGE: Enhancing GUI Automation with Self-Explanatory Learning CVPR 2026 Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents ACL 2026 Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ACL 2026 MARS2: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ACL 2026 MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ACL 2026 MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching ACL 2026 Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models ACL 2026 Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning ACL 2026 Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for LLM Agent Training ACL 2026 RebRL: Reinforcing Discrete Visual Diffusion Models with Rebalanced Timestep Credits CVPR 2026 Reinforced Efficient Reasoning via Semantically Diverse Exploration ACL 2026 SHADOW: Dynamic-Aware Credit Assignment Against Long-Horizon Tasks AAAI 2026 SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More CVPR 2026 SkillGen: Learning Domain Skills for In-Context Sequential Decision Making AAAI 2026 Stepwise Credit Assignment for GRPO on Flow-Matching Models CVPR 2026