statistical analysis

2 papers across 2 sessions

Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

How to Train Your LLM Web Agent: A Statistical Diagnosis

#407 · Dheeraj Vattikonda, Santhoshi Ravichandran, Emiliano Penaloza, Hadi Nekoei, Thibault de Chezelles, Megh Thakkar, Nicolas Gontier, Miguel Muñoz-Mármol, Sahar Omidi Shayegan, Stefania Raimondo, Steve (Xue) Liu, Alexandre Drouin, Alexandre Piche, Alexandre Lacoste, Massimo Caccia

We provide a statistically rigorous guidelines for training interactive, multi-step LLM agents, exploring optimal compute allocation, generalization, and hyperparameter settings.

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Statistical Analysis of the Sinkhorn Iterations for Two-Sample Schr\"{o}dinger Bridge Estimation

#504 · Ibuki Maeda, Yao, Atsushi Nitanda

We provide the statistical guarantee for Sinkhorn bridge method to estimate Schrödinger bridge