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Preprint Jul 2026

Simple-to-Complex Structured Demonstrations for Vision-Language-Action Learning

This work proposes a simple-to-complex structured demonstration collection strategy for VLA learning using a dual-arm robotic platform that enables VLA models to first acquire fundamental manipulation skills before learning increasingly complex task compositions, facilitating more effective learning of long-horizon manipulation tasks.

Xin Qiu, Yi Yu · 0 citations