3 papers
cs.AI2026
Towards Healthy Evolution: Exploring the Role and Mechanisms of Human-Agent Interaction in Self-Evolving Systems
Dianxing Shi, Bowen Wang, Junqi He +2
Self-evolving agents improve through continual self-play and self-generated learning signals, but autonomous evolution can also cause capability degradation and safety drift. Altho…
cs.CV2026
Can Synthetic Images Serve as Effective and Efficient Class Prototypes?
Dianxing Shi, Dingjie Fu, Yuqiao Liu +1
Vision-Language Models (VLMs) have shown strong performance in zero-shot image classification tasks. However, existing methods, including Contrastive Language-Image Pre-training (C…
cs.CL2025
"You Are Rejected!": An Empirical Study of Large Language Models Taking Hiring Evaluations
Dingjie Fu, Dianxing Shi
With the proliferation of the internet and the rapid advancement of Artificial Intelligence, leading technology companies face an urgent annual demand for a considerable number of…