3 papers
cs.CR2026
AgentTrap: Measuring Runtime Trust Failures in Third-Party Agent Skills
Haomin Zhuang, Hanwen Xing, Yujun Zhou +5
Third-party skills are becoming the package ecosystem for LLM agents. They package natural-language instructions, helper scripts, templates, documents, and service configuration in…
cs.LG2026
Martingale-Consistent Self-Supervised Learning
Moritz Gögl, Hanwen Xing, Christopher Yau
Self-supervised learning (SSL) is often deployed under changing information, such as shorter histories, missing features, or partially observed images. In these settings, predictio…
stat.ML2025
Continual learning via probabilistic exchangeable sequence modelling
Hanwen Xing, Christopher Yau
Continual learning (CL) refers to the ability to continuously learn and accumulate new knowledge while retaining useful information from past experiences. Although numerous CL meth…