Zinan Zhao

See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model

Vision-Language-Action (VLA) models have shown remarkable promise in robotics manipulation, yet their high computational cost hinders real-time deployment. Existing token pruning methods suffer from a fundamental trade-off: aggressive compression using pruning inevitably discards critical geometric …