Bowen Gang

2 accepted papers

2026

Anytime-Valid Inference for Online Ranking of Large Language Models

Runzhe Gu, Wenguang Sun, Bowen Gang, Xintao Xia

ICML 2026poster

Online evaluation of large language models increasingly relies on sequentially collected pairwise preferences, enabling human-aligned assessment and continuous data collection until closely performing models can be reliably distinguished. However, adaptive sampling and continuous monitoring invalida…

Cited by 0 Source ↗Scholar ↗

2026

SCORE: A Unified Framework for Overshoot Refund in Online FDR Control

Qi Kuang, Bowen Gang, Yin Xia

ICML 2026poster

We propose a unified framework to enhance the power of online multiple hypothesis testing procedures based on $e$-values. While $e$-value-based methods offer robust online False Discovery Rate (FDR) control under minimal assumptions, they often suffer from power loss by discarding evidence that exce…

Cited by 0 Source ↗Scholar ↗