3 papers
stat.ML2026
Revisiting Active Sequential Prediction-Powered Mean Estimation
Maria-Eleni Sfyraki, Jun-Kun Wang
In this work, we revisit the problem of active sequential prediction-powered mean estimation, where at each round one must decide the query probability of the ground-truth label up…
cs.LG2025
Optimistic Interior Point Methods for Sequential Hypothesis Testing by Betting
Can Chen, Jun-Kun Wang
The technique of ``testing by betting" frames nonparametric sequential hypothesis testing as a multiple-round game, where a player bets on future observations that arrive in a stre…
cs.LG2025
Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting
Can Chen, Jun-Kun Wang
Developing algorithms to differentiate between machine-generated texts and human-written texts has garnered substantial attention in recent years. Existing methods in this directio…