MPCb: Generative Models Fine-tuning and Vertical Applications
Mon, 27 Oct, 10:15 - 11:55 PT (UTC -7)
Location: Chapel
Session Type: Lecture
Track: Adaptive Systems, Machine Learning, and Data Analytics
Mon, 27 Oct, 10:15 - 10:40 PT (UTC -7)

MPCb.1: Subspace Optimization for Large Language Models with Convergence Guarantees
Kun Yuan, Peking University, China
Mon, 27 Oct, 10:40 - 11:05 PT (UTC -7)

MPCb.2: Inference-Time Alignment of LLMs via User-Specified Multi-Criteria Transfer Decoding
Mohamad Fares El Hajj Chehade, UT Austin, United States; Soumya Suvra Ghosa, UMD, College park, United States; Souradip Chakraborty, UMD, United States; Avinash Reddy, UCF, United States; Dinesh Manocha, Hao Zhu, Amrit Singh Bedi, UMD, United States
Mon, 27 Oct, 11:05 - 11:30 PT (UTC -7)

MPCb.3: Modular Unlearning in Large Language Models: A Bi-level Optimization Perspective
Jinghan Jia, Yihua Zhang, Michigan State University, United States; Parikshit Ram, Nathalie Baracaldo, IBM research, United States; Sijia Liu, Michigan State University, United States
Mon, 27 Oct, 11:30 - 11:55 PT (UTC -7)

MPCb.4: Attention Networks for Spotlight SAR Motion Compensation
Dylan Poppert, Di An, Yu-Ting Kao, Chia-Cheng Hao, David Jansing, Trac Duy Tran, Johns Hopkins University, United States