2026
Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models
ICML 2026poster
Multimodal large language models (MLLMs) have been increasingly adopted in forensics for their robust semantic understanding. As AI-generated images become realistic, semantic-level inconsistencies alone are often insufficient for reliable detection. This motivates a critical question: *whether MLLM…