Author

Jie-Fu Huang

2 papers indexed here

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#machine learning Jun 2026

HiMPO: Hindsight-Informed Memory Policy Optimization for Less-Entangled Credit in Long-Horizon Agents

HiMPO, a Hindsight-Informed Memory Policy Optimization framework for assigning less-entangled credit to memory-writing actions in long-horizon agents, improves over strong memory-based and RL-based baselines while preserving compressed-context efficiency.

Jiang-Ze Yan, Yili Shen, Wen-Jing Zhang et al. · arXiv.org · 1 citation

#artificial intelligence Mar 2026

HEAL: Hindsight Entropy-Assisted Learning for Reasoning Distillation

Hindsight Entropy-Assisted Learning (HEAL), an RL-free framework designed to bridge this reasoning gap, is proposed and extensive experiments demonstrate that HEAL significantly outperforms traditional SFT distillation and other baselines.

Wen-Jing Zhang, Jiang-Ze Yan, Jie-Fu Huang et al. · arXiv.org · 1 citation