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cs.AI2026
Aligning LLMs with Graph Neural Solvers for Combinatorial Optimization
Shaodi Feng, Zhuoyi Lin, Yaoxin Wu +4
Recent research has demonstrated the effectiveness of large language models (LLMs) in solving combinatorial optimization problems (COPs) by representing tasks and instances in natu…
cs.AI2026
AnalogAgent: Self-Improving Analog Circuit Design Automation with LLM Agents
Zhixuan Bao, Zhuoyi Lin, Jiageng Wang +5
Recent advances in large language models (LLMs) suggest strong potential for automating analog circuit design. Yet most LLM-based approaches rely on a single-model loop of generati…