2 papers
cs.CV2026
Beyond Semantic Priors: Mitigating Optimization Collapse for Generalizable Visual Forensics
Jipeng Liu, Haichao Shi, Siyu Xing +2
While Vision-Language Models (VLMs) like CLIP have emerged as a dominant paradigm for generalizable deepfake detection, a representational disconnect remains: their semantic-centri…
cs.CV2025
Straighter Flow Matching via a Diffusion-Based Coupling Prior
Siyu Xing, Jie Cao, Huaibo Huang +2
Flow matching as a paradigm of generative model achieves notable success across various domains. However, existing methods use either multi-round training or knowledge within minib…