Tian Zhang

RNSIDNet achieves state-of-the-art synthetic image detection by effectively combining RGB semantics with noise representation, reshaping the feature space for superior discrimination.

FlexDepth achieves state-of-the-art monocular depth estimation in complex driving scenarios with minimal computational requirements, making it a game-changer for real-time automotive perception.

Achieve state-of-the-art image quality assessment by causally disentangling content and degradation, even in data-scarce domains where existing methods fail.

AgentSentry stops indirect prompt injection attacks in LLM agents by pinpointing when the attack takes hold using causality, then surgically removing the malicious influence.