Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory 事件

Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory arXiv:2605.24602v1 Announce Type: new Abstract: Multimodal large language models (MLLMs) frequently suffer from object hallucinations, yet the visual perceptual mechanism underlying this failure remains poorly understood. In this work, we reveal that hallucinations are strongly associated with a human-like attention distraction phenomenon, where humans under divided focus experience degraded v