3 papers
cs.CL2026
ARSM: Auto-Regressive State Machine for Agentic Reasoning Compression
Xiafeng Man, Siyuan Ye, Xiaosong Ma
While Large Language Model (LLM)-based agents demonstrate strong capabilities in long-horizon tasks by interleaving reasoning with external environment interactions, the continuous…
cs.LG2026
DCS: A Unified Conditional Sensitivity Framework for Cross-Modal Copyright Infringement Detection
Xiafeng Man
Currently, most foundation models can reproduce or strongly depend on copyrighted training content, but output similarity alone is insufficient for infringement detection, because…
cs.CV2025
Copyright Infringement Detection in Text-to-Image Diffusion Models via Differential Privacy
Xiafeng Man, Zhipeng Wei, Jingjing Chen
The widespread deployment of large vision models such as Stable Diffusion raises significant legal and ethical concerns, as these models can memorize and reproduce copyrighted cont…