3 papers
cs.CV2026
RED: Reconstruction Evolution Dynamics for Generalizable AI-Generated Image Detection
Wenpeng Mu, Junshan Jin, Tanfeng Sun +2
The rapid evolution of image generators calls for forensic cues that generalize beyond known generation mechanisms. Existing detectors often rely on static image representations or…
cs.LG2026
IterInject: Indirect Prompt Injection Against LLM Agents via Feedback-Guided Iterative Optimization
Zixuan Chen, Jiaxiang Chen, Li Luo +4
LLM-based agents are increasingly deployed for complex tasks requiring planning, tool use, and interaction with external services. Their reliance on untrusted external content expo…
cs.MM2026
AVID: A Benchmark for Omni-Modal Audio-Visual Inconsistency Understanding via Agent-Driven Construction
Zixuan Chen, Depeng Wang, Hao Lin +6
We present AVID, the first large-scale benchmark for audio-visual inconsistency understanding in videos. While omni-modal large language models excel at temporally aligned tasks su…