3 papers
cs.CL2026
A Finite-Calibration Regime Map for LLM Judge Panels
Bin Zhu, Yi Xie, Yanghui Rao
Deploying an LLM judge panel spends human labels on fitting a calibrator, constructing candidate judge paths, and validating which candidate to deploy. We study when finite labels…
stat.ML2025
A theoretical guarantee for SyncRank
Yang Rao
We present a theoretical and empirical analysis of the SyncRank algorithm for recovering a global ranking from noisy pairwise comparisons. By adopting a complex-valued data model w…
cs.LG2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network
Ziran Liang, Rui An, Wenqi Fan +2
As time evolves, data within specific domains exhibit predictability that motivates time series forecasting to predict future trends from historical data. However, current deep for…