Facing the high latency and black-box bottlenecks of end-to-end models like Astra, @BAAIBeijing, ECNU, NPU, UCAS & CASIA officially introduce CausGround — a plug-and-play causal interaction grounding framework that doubles embodied planning with ZERO parameter updates!
What remains truly timeless in the embodied harness? An external causal add-on that continuously evolves with data. CausGround introduces a lightweight symbolic layer—distilling raw interactions into reusable Action Preconditions & Effects so agents explicitly reason about "what is required before" and "how the world changes after" without trial-and-error.
With ZERO fine-tuning or parameter updates, it acts as a plug-and-play causal engine for frozen Qwen3.5,InternVL3.5, and Gemma 4 backbones:
🌐 Project:https://causground.github.io