الباحثون

Jingyuan Wang

المنشورات 2

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Dynamic Positional Attention Modulation for Parameter-Efficient Fine-Tuning of Large Language Models

Dayan Pan, Jingyuan Wang, Xie Yu · 2026 · 10.1145/3770855.3817911

Parameter-efficient fine-tuning (PEFT) has become a standard approach for adapting large language models to downstream tasks. However, most existing PEFT methods rely on uniform and static adaptations, without accounting for the structured heterogeneity of attention across dimensions, heads, layers, and input tokens. I …

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SemOPT: Fixing Semantic Errors in LLM-based Optimization Modeling via Reward-Guided Search

Zetong Zhou, Wentao Zhang, Jingyuan Wang وآخرون · 2026

Operations research supports decision-making in domains such as energy, economics, and healthcare. Solving operations research problems typically begins with optimization modeling, which translates a natural-language problem description into executable solver code. LLMs offer a promising way to automate this process, b …

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