Cover Image

Pinpointing crucial steps: Attribution-based Credit Assignment for Verifiable Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yin, Junxi, Luo, Haisen, Li, Zhenyu, Liu, Yihua, Liu, Dan, Li, Zequn, Xu, Xiaohang
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Search-Based Credit Assignment for Offline Preference-Based Reinforcement Learning
by: Gao, Xiancheng, et al.
Published: (2025)

Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning
by: Qu, Yun, et al.
Published: (2024)

From Reasoning Chains to Verifiable Subproblems: Curriculum Reinforcement Learning Enables Credit Assignment for LLM Reasoning
by: Jiang, Xitai, et al.
Published: (2026)

Sequence Compression Speeds Up Credit Assignment in Reinforcement Learning
by: Ramesh, Aditya A., et al.
Published: (2024)

A Survey of Temporal Credit Assignment in Deep Reinforcement Learning
by: Pignatelli, Eduardo, et al.
Published: (2023)

HiPER: Hierarchical Reinforcement Learning with Explicit Credit Assignment for Large Language Model Agents
by: Peng, Jiangweizhi, et al.
Published: (2026)

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models
by: Guo, Yiran, et al.
Published: (2025)

Hindsight Credit Assignment for Long-Horizon LLM Agents
by: Tan, Hui-Ze, 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)

PiCA: Pivot-Based Credit Assignment for Search Agentic Reinforcement Learning
by: Liu, Dongyi, et al.
Published: (2026)

RLLTE: Long-Term Evolution Project of Reinforcement Learning
by: Yuan, Mingqi, et al.
Published: (2023)

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

Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations
by: Wang, Peiyi, et al.
Published: (2023)

RTMC: Step-Level Credit Assignment via Rollout Trees
by: Wang, Tao, et al.
Published: (2026)

DACA-GRPO: Denoising-Aware Credit Assignment for Reinforcement Learning in Diffusion Language Models
by: Monsefi, Amin Karimi, et al.
Published: (2026)

Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers
by: Cai, Xin-Qiang, et al.
Published: (2025)

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

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

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

Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
by: Lu, Xiaodong, et al.
Published: (2026)

Beyond Uniform Credit: Causal Credit Assignment for Policy Optimization
by: Khandoga, Mykola, et al.
Published: (2026)

DGPO: Distribution Guided Policy Optimization for Fine Grained Credit Assignment
by: Jin, Hongbo, et al.
Published: (2026)

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

Nucleolus Credit Assignment for Effective Coalitions in Multi-agent Reinforcement Learning
by: Li, Yugu, et al.
Published: (2025)

Highly Parallelized Reinforcement Learning Training with Relaxed Assignment Dependencies
by: He, Zhouyu, et al.
Published: (2025)

Beyond Uniform Credit Assignment: Selective Eligibility Traces for RLVR
by: Mou, Chaoli, et al.
Published: (2026)

Stepwise Credit Assignment for GRPO on Flow-Matching Models
by: Savani, Yash, et al.
Published: (2026)

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models
by: Tang, Xiaohang, et al.
Published: (2026)

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

ARCA: Adapter-Residual Credit Assignment When Token Signals Degenerate
by: Lafuente-Mercado, Rodney
Published: (2026)

Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning
by: Cheng, Jie, et al.
Published: (2025)

In-Context Credit Assignment via the Core
by: Harris, Keegan, et al.
Published: (2026)

Reinforcement Learning in hyperbolic space for multi-step reasoning
by: Xu, Tao, et al.
Published: (2025)

Credit Assignment via Neural Manifold Noise Correlation
by: Kang, Byungwoo, et al.
Published: (2026)

COSAC: Counterfactual Credit Assignment in Sequential Cooperative Teams
by: Deshmukh, Shripad, et al.
Published: (2026)

R$^3$L: Reflect-then-Retry Reinforcement Learning with Language-Guided Exploration, Pivotal Credit, and Positive Amplification
by: Shi, Weijie, et al.
Published: (2026)

LEASE: Offline Preference-based Reinforcement Learning with High Sample Efficiency
by: Liu, Xiao-Yin, et al.
Published: (2024)

Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning
by: Liu, Shuochen, et al.
Published: (2025)

Transmission Interface Power Flow Adjustment: A Deep Reinforcement Learning Approach based on Multi-task Attribution Map
by: Liu, Shunyu, et al.
Published: (2024)

Score Broadcast and Decorrelation: A General Framework for Broadcast-Based Credit Assignment
by: Uzun, Mustafa, et al.
Published: (2026)