Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning

Huihan Liu, Changyeon Kim, Bo Liu, Minghuan Liu, Yuke Zhu

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.

26Detailed review comments

CompletePaper and code review

14% of graded claims reproducedReplication status