Seen, Said, or Forgotten? A Causal Audit of Visual KV Memory Across Dialog Turns

Hong Chen, Kang Chen, Yuxuan Fan +4

Stateful multimodal assistants encode an image once but may answer questions about it many turns later. Attention-guided visual-KV eviction assumes that evidence irrelevant now wil…