PaperLens
紙
Home
Close reading
Textbook
Learn
More
My Page
All-access
Sign in with Google
Mode
Students
Professional
Language
JA
EN
Theme
◐
Sign out
New
Lab
Landscape
Contributors
Glossary
Home
Close reading
Textbook
Learn
More
#manipulation
1 articles
01
2026-09-11
·
★ MEMBER
·
PAPER
·
8 min read
GE-Act 2.0 Paper Explained: Pretraining and Scaling a World-Action Model for Robotic Manipulation
GE-Act 2.0 is a world-action model trained from scratch on manipulation data instead of inheriting a video generator. We walk through its single-step visual planner, the KASO rule that keeps only futures compatible with the recorded action, and what 100 zero-shot tasks actually showed.