Author

Kai-Jian Zou

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#artificial intelligence Preprint Oct 2026

SWE-VERIFIER: Selective Verification for Cost-Efficient Coding Agents

SWE-Verifier is introduced, a lightweight generative model that selectively triggers candidate sampling and verification that achieves comparable or higher resolution than the trajectory and all-step baselines at substantially lower cost.

Kai-Jian Zou, V. Chennareddy, Yun-Xiang Zhang et al. · 0 citations

#machine learning Preprint Oct 2026

Predicting Privileged Information Effectiveness for On-Policy Self-Distillation

This work systematically evaluates 16 PI configurations across three multi-turn agentic benchmarks and three student models that vary in scale and reasoning mode and finds that PI effectiveness depends on its content, generation source, and the student model.

Kai-Jian Zou, Emiliano Penaloza, MohammadHossein Rezaei et al. · 0 citations