Keerthi, Sathiya

6 publications

ICML 2025 AlphaPO: Reward Shape Matters for LLM Alignment Aman Gupta, Shao Tang, Qingquan Song, Sirou Zhu, Jiwoo Hong, Ankan Saha, Viral Gupta, Noah Lee, Eunki Kim, Siyu Zhu, Parag Agrawal, Natesh S. Pillai, Sathiya Keerthi

ICLR 2024 A Precise Characterization of SGD Stability Using Loss Surface Geometry Gregory Dexter, Borja Ocejo, Sathiya Keerthi, Aman Gupta, Ayan Acharya, Rajiv Khanna

NeurIPSW 2022 A Light-Speed Linear Program Solver for Personalized Recommendation with Diversity Constraints Haoyue Wang, Miao Cheng, Kinjal Basu, Aman Gupta, Sathiya Keerthi, Rahul Mazumder

NeurIPSW 2022 Improved Deep Neural Network Generalization Using M-Sharpness-Aware Minimization Kayhan Behdin, Qingquan Song, Aman Gupta, David Durfee, Ayan Acharya, Sathiya Keerthi, Rahul Mazumder

AISTATS 2012 Deterministic Annealing for Semi-Supervised Structured Output Learning Paramveer Dhillon, Sathiya Keerthi, Kedar Bellare, Olivier Chapelle, Sundararajan Sellamanickam

NeurIPS 2005 A Matching Pursuit Approach to Sparse Gaussian Process Regression Sathiya Keerthi, Wei Chu