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Jirui Huang

2 accepted papers

2026

Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification

CVPR 2026

The proliferation of highly realistic AI-generated images poses critical challenges for digital forensics, demanding precise pixel-level localization of manipulated regions. Existing methods predominantly learn discriminative patterns of specific forgeries, struggling with novel manipulations as edi

Cited by 0SourceScholar
2026

LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models

ICLR 2026poster

Multimodal Large Language Models (MLLMs) have achieved significant advances in integrating visual and linguistic information, yet their ability to reason about complex and real-world scenarios remains limited. Existing benchmarks are usually constructed in a task-oriented manner, without a guarantee…

Cited by 0SourceScholar