Julian Katz-Samuels

Improved Algorithms for Agnostic Pool-based Active Classification

2021 · arXiv (Cornell University)

We consider active learning for binary classification in the agnostic pool-based setting. The vast majority of works in active learning in the agnostic setting are inspired by the CAL algorithm where each query is uniformly …

InfoPO: On Mutual Information Maximization for Large Language Model Alignment

2025

Teng Xiao, Zhen Ge, Sujay Sanghavi, Tian Wang, Julian Katz-Samuels, Marc Versage, Qingjun Cui, Trishul Chilimbi. Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human …