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Zi-Yue Zhu

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#machine learning Preprint Oct 2026

SCAD: Structured Credit Assignment and Distillation for Long-Horizon Agents

Training long-horizon agents to solve complex tasks requires effective supervision over extended interaction sequences. However, sparse terminal rewards obscure intermediate contributions, while on-policy distillation can lose informative teacher guidance as student-generated histories grow. To address this problem, we...

Shang-Yang Wu, Shuai Zhao, Zi-Yue Zhu et al. · 0 citations
Jul 2026

PowerAtlas: Towards Electricity-Computing Co-Scheduling for Power Systems

PowerAtlas is presented, an LLM-agent framework for electricity-computing co-scheduling that integrates historical instances, domain knowledge, and physical constraints to produce joint decisions satisfying both grid operational rules and the service-level agreements of computing tasks.

Kaiwen Jiang, Si-Ya Xu, Zi-Yue Zhu et al. · 0 citations
#computer vision Jan 2026

EMemBench: Interactive Benchmarking of Episodic Memory for VLM Agents

This work introduces EMemBench, a programmatic benchmark generator for evaluating long-term episodic memory of agents through interactive games, and evaluates memory agents with strong LMs/VLMs as backbones, using in-context prompting as baselines.

Xinze Li, Zi-Yue Zhu, Siyuan Liu et al. · 7 citations · ⚡1

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