Skip to content
Tagged articles

reactive control

2 articles · Page 1 of 1
Machine Heart
Machine Heart
Sep 27, 2026 · Artificial Intelligence

LIFT: Teaching VLA Models Force Perception via Post-Training Without Force Pretraining

Shanghai Jiao Tong University's LIFT method enables Vision-Language-Action models to learn force perception through post-training alone, achieving significant performance gains on contact-rich tasks with only 20-30 force-labeled demonstrations while preserving pretrained knowledge via weight copying and shifted causal attention.

CoRL 2026LIFTPost-Training
0 likes · 8 min read
LIFT: Teaching VLA Models Force Perception via Post-Training Without Force Pretraining
Machine Heart
Machine Heart
Jul 12, 2026 · Artificial Intelligence

Predictive and Reactive Tactile Modeling: Making Robot Actions Truly Successful

The TouchWorld model combines predictive tactile forecasting with fast reactive correction, enabling robots to anticipate contact patterns before motion and instantly adjust during execution, achieving up to 65% success on six real‑world tasks and outperforming baselines by over 15 percentage points.

Robot Manipulationembodied AIfoundation model
0 likes · 14 min read
Predictive and Reactive Tactile Modeling: Making Robot Actions Truly Successful