MS02

Title: Trustworthy ML: Theory and Applications

Session 1 (7-July 10:20-12:20)

Name of the speaker	Title	University
Bo Han	Exploring Trustworthy Foundation Models: Benchmarking, Finetuning and Reasoning	Hong Kong Baptist University
Shuren Qi	Rethink Deep Learning with Invariance in Data Representation	The Chinese University of Hong Kong
Tianwei Zhang	Safety Benchmarking and Testing of Multimodal Large Language Models	Nanyang Technological University
Xiaochun Cao	Attribution-based Safety in Agent Decision-making	Sun Yat-sen University

Session 2 (7-July 10:20-12:20)

Name of the speaker	Title	University
Xiaoge Zhang	Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images	The Hong Kong Polytechnic University
Youzhi Zhang	A Game-theoretic Approach for Trustworthy AI	Hong Kong Institute of Science & Innovation
Zhiyong Yang	Pursuing a Proper Allocation of the Probability Mass in Knowledge Distillation	University of Chinese Academy of Sciences
Zitong Yu	Subtle Visual Computing	Great Bay University