4 papers
Theory of Continual Learning Against Data Poisoning Attacks
Yiting Hu, Lingjie Duan
Continual learning (CL), where a model is trained on a sequence of data tasks, is increasingly being adopted across key fields such as large language models and image recognition,…
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
Yiting Hu, Lingjie Duan, Qian Zhang
Machine unlearning aims to eliminate the influence of specific data from trained models to safeguard privacy. However, this presents a significant challenge in the context of conti…
Human-in-the-loop Learning Through Decentralized Communication Mechanisms
Yiting Hu, Lingjie Duan
Information sharing platforms like TripAdvisor and Waze involve human agents as both information producers and consumers. All these platforms operate in a centralized way to collec…
Truthful mechanisms for linear bandit games with private contexts
Yiting Hu, Lingjie Duan
The contextual bandit problem, where agents arrive sequentially with personal contexts and the system adapts its arm allocation decisions accordingly, has recently garnered increas…