Open Source Models & Infra
Mechanism-Based Compliance Auditing and Intrinsic Security Hardening
Date, time, and room will be added once confirmed.
Talk overview
The talk examines intrinsic security risks in large language models and explains why output-level constraints cannot guarantee trustworthy behavior. It introduces the theory of equivalent interaction mechanism interpretation and its applications to formal mechanism auditing, intrinsic security hardening, and training-efficiency optimization. The session also covers findings on risky mechanisms in open-source models, model generalization, and mechanism-alignment training.
