SAI
← All ICML reports

Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination

Chufan Shi, Cheng Yang, Yaokang Wu, Linghao Jin, Bo Shui, Taylor Berg-Kirkpatrick, Xuezhe Ma

SAI review preview

SAI reviewed this ICML 2026 paper and its available research artifacts. Sign in to read the complete referee report, inline feedback, and execution-based verification where available.

28Detailed review comments
CompletePaper and code review
14% of graded claims reproducedReplication status