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Shirley Huang

2 accepted papers

2026

HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization

ICLR 2026poster

While Large Language Models (LLMs) have demonstrated significant advancements in reasoning and agent-based problem-solving, current evaluation methodologies fail to adequately assess their capabilities: existing benchmarks either rely on closed-ended questions prone to saturation and memorization, o…

Cited by 0SourcecodeScholar
2025

AlgoTune: Can Language Models Speed Up General-Purpose Numerical Programs?

NeurIPS 2025poster

Despite progress in language model (LM) capabilities, evaluations have thus far focused on models' performance on tasks that humans have previously solved, including in programming (SWE-Bench) and mathematics (FrontierMath). We therefore propose testing models' ability to design and implement algor…

Cited by 0SourceScholar