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Xuanguang Pan

2 accepted papers

2026

AIR: Post-training Data Selection for Reasoning via Attention Head Influence

ICML 2026poster

LLMs achieve remarkable multi-step reasoning capabilities, yet effectively transferring these skills via post-training distillation remains challenging. Existing data selection methods, ranging from manual curation to heuristics based on length, entropy, or overall loss, fail to capture the causal i…

Cited by 0SourceScholar
2026

NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents

ICML 2026poster

Recent advances in coding agents suggest rapid progress toward autonomous software development, yet existing benchmarks primarily evaluate short-horizon behaviors such as localized code generation, scaffolded completion, or repository repair, leaving it unclear whether agents can sustain coherent re…

Cited by 0SourceScholar