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Author

Zi-Lin Wang

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#artificial intelligence Preprint Sep 2026

Action-Space Shaping for LLM Agents: Measuring and Mitigating Tool-Schema Bias

Large Language Models (LLMs) have shown strong performance on tool-use agentic tasks when given a fixed tool schema. Yet a tool schema is not the action space of an agent; it is merely one interface representation of it. The same executable action can be exposed through many different, functionally equivalent tool defi...

Yinhong Liu, Zhi-Li Tan, Zi-Lin Wang et al. · 0 citations
#machine learning Conference Feb 2026

Optimal Learning-Rate Schedules under Functional Scaling Laws: Power Decay and Warmup-Stable-Decay

This work studies optimal learning rate (LR) schedules under the functional scaling law (FSL) framework, which decomposes training dynamics into signal learning and noise forgetting, and shows that precise tuning of the decay shape is often unnecessary.

Binghui Li, Zi-Lin Wang, Feng-Ling Chen et al. · 7 citations

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