الباحثون

Dongming Jin

المنشورات 2

نسخة أولية وصول مفتوح

CONTRA: Discovering and Qualifying Behavior-Changing Questions for Selective Clarification in LLM Code Generation

Zheng Fang, Yongmin Li, Yichang Zhang وآخرون · 2026

Coding agents can generate code that appears correct but implements behavior the user never intended. This mismatch can arise when an agent silently resolves underspecified requirements through its own assumptions. As subsequent development builds on these assumptions, correcting the resulting behavior can become incre …

نسخة أولية وصول مفتوح

CalibHyper: Chance-Corrected Relational Hypergraphs for Few-Shot Molecular Property Prediction

Linyu Li, Zhi Jin, Yuanpeng He وآخرون · 2026

Molecular property prediction is central to drug development and materials discovery, but experiments are costly and labeled data are scarce. Context-aware methods use auxiliary assay labels to support few-shot prediction, and recent work supervises property relations with label agreement. However, label agreement is s …

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