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cs.LG2026
How Much Can Repeated Running Buy? A Measured Variance Ceiling for LLM Code Evaluation
Yongxi Zhou, Lai Yun Choi, Jiaxi Wen +2
A benchmark score is a measurement whose uncertainty has two sources: an aleatoric component from stochastic decoding and an epistemic component from the finite problem set. Using…
cs.LG2025
Efficient Hyperparameter Tuning via Trajectory Invariance Principle
Bingrui Li, Jiaxin Wen, Zhanpeng Zhou +2
As hyperparameter tuning becomes increasingly costly at scale, efficient tuning methods are essential. Yet principles for guiding hyperparameter tuning remain limited. In this work…