Cover Image

Hindsight Credit Assignment for Long-Horizon LLM Agents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tan, Hui-Ze, Yang, Xiao-Wen, Chen, Hao, Shao, Jie-Jing, Wen, Yi, Shen, Yuteng, Luo, Weihong, Du, Xiku, Guo, Lan-Zhe, Li, Yu-Feng
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents
by: Tang, Wenjie, et al.
Published: (2026)

ICA: Information-Aware Credit Assignment for Visually Grounded Long-Horizon Information-Seeking Agents
by: Pang, Cong, et al.
Published: (2026)

Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents
by: Yan, Sikuan, et al.
Published: (2026)

Intrinsic Credit Assignment for Long Horizon Interaction
by: Auzina, Ilze Amanda, et al.
Published: (2026)

Learning for Long-Horizon Planning via Neuro-Symbolic Abductive Imitation
by: Shao, Jie-Jing, et al.
Published: (2024)

Aligning Progress and Feasibility: A Neuro-Symbolic Dual Memory Framework for Long-Horizon LLM Agents
by: Wen, Bin, et al.
Published: (2026)

HINT-SD: Targeted Hindsight Self-Distillation for Long-Horizon Agents
by: Yeo, Woongyeng, et al.
Published: (2026)

Exact Is Easier: Credit Assignment for Cooperative LLM Agents
by: Chen, Yanjun, et al.
Published: (2026)

SCAR: Shapley Credit Assignment for More Efficient RLHF
by: Cao, Meng, et al.
Published: (2025)

MICA: Multi-granularity Intertemporal Credit Assignment for Long-Horizon Emotional Support Dialogue
by: Zhang, Naifan, et al.
Published: (2026)

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents
by: Hua, Yun, et al.
Published: (2025)

Asynchronous Credit Assignment for Multi-Agent Reinforcement Learning
by: Liang, Yongheng, et al.
Published: (2024)

OPPO: Bayesian Value Recursion for Token-Level Credit Assignment in LLM Reasoning
by: Li, Yu, et al.
Published: (2026)

Retrospective In-Context Learning for Temporal Credit Assignment with Large Language Models
by: Chen, Wen-Tse, et al.
Published: (2026)

CAPO: Towards Enhancing LLM Reasoning through Generative Credit Assignment
by: Xie, Guofu, et al.
Published: (2025)

Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents
by: Yang, Haojin, et al.
Published: (2026)

InT: Self-Proposed Interventions Enable Credit Assignment in LLM Reasoning
by: Yang, Matthew Y. R., et al.
Published: (2026)

AgentHER: Hindsight Experience Replay for LLM Agent Trajectory Relabeling
by: Ding, Liang
Published: (2026)

HiMem: Hierarchical Long-Term Memory for LLM Long-Horizon Agents
by: Zhang, Ningning, et al.
Published: (2026)

Hera: Learning Long-Horizon Coordination for Device-Cloud Collaborative LLM Agents
by: Zhang, Yuxin, et al.
Published: (2026)

Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for LLM Agent Training
by: Fang, Yangyi, et al.
Published: (2026)

Speaking the Language of Teamwork: LLM-Guided Credit Assignment in Multi-Agent Reinforcement Learning
by: Lin, Muhan, et al.
Published: (2025)

SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment
by: Lin, Hongxiang, et al.
Published: (2026)

Unifying Temporal and Structural Credit Assignment in LLM-Based Multi-Agent Prompt Optimization
by: Li, Wenwu, et al.
Published: (2026)

GRPO-$λ$: Credit Assignment improves LLM Reasoning
by: Parthasarathi, Prasanna, et al.
Published: (2025)

Data-Driven Function Calling Improvements in Large Language Model for Online Financial QA
by: Tang, Xing, et al.
Published: (2026)

Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
by: Shao, Jie-Jing, et al.
Published: (2026)

UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios
by: Luo, Haotian, et al.
Published: (2025)

Behavior-Constrained Reinforcement Learning with Receding-Horizon Credit Assignment for High-Performance Control
by: Ju, Siwei, et al.
Published: (2026)

FoldAct: Efficient and Stable Context Folding for Long-Horizon Search Agents
by: Shao, Jiaqi, et al.
Published: (2025)

Shopping Companion: Benchmarking and Training LLM Agents for Long-Horizon Preference-Grounded E-Commerce Tasks
by: Yu, Zijian, et al.
Published: (2026)

Tree-based Credit Assignment for Multi-Agent Memory System
by: Mao, Marina, et al.
Published: (2026)

Not All Turns Matter: Credit Assignment for Multi-Turn Jailbreaking
by: He, Zhida, et al.
Published: (2026)

Challenges in Credit Assignment for Multi-Agent Reinforcement Learning in Open Agent Systems
by: Abadi, Alireza Saleh, et al.
Published: (2025)

AgentProg: Empowering Long-Horizon GUI Agents with Program-Guided Context Management
by: Tian, Shizuo, et al.
Published: (2025)

Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization
by: He, Zhitao, et al.
Published: (2025)

CAVE: A Structured Credit Assignment Approach for Fragmented Visual Evidence Reasoning
by: Guo, Tengda, et al.
Published: (2026)

HiMAC: Hierarchical Macro-Micro Learning for Long-Horizon LLM Agents
by: Jin, Hongbo, et al.
Published: (2026)

VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking
by: Lin, Jingyang, et al.
Published: (2026)

H$^2$R: Hierarchical Hindsight Reflection for Multi-Task LLM Agents
by: Ye, Shicheng, et al.
Published: (2025)