attention distraction 1cross-head attention 1dynamic attention 1hallucination mitigation 1multimodal language models 1visual grounding 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory
Quanjiang Li, Zhiming Liu, Wei Luo +2
The paper investigates why multimodal large language models hallucinate objects, linking it to an attention distraction effect similar to human visual blur, and introduces AFIP, a…
cs.CV2026
Adaptive Disentangled Representation Learning for Incomplete Multi-View Multi-Label Classification
Quanjiang Li, Zhiming Liu, Tianxiang Xu +2
Multi-view multi-label learning frequently suffers from simultaneous feature absence and incomplete annotations, due to challenges in data acquisition and cost-intensive supervisio…