We introduce the ActiveVOO framework for active knowledge acquisition to identify, quantify, and prioritize task-relevant information for open-world embodied planning.

One-Shot Adaptive Visual Tokenizer

DualGround mitigates EOS token bias by introducing additional phrase-aware path for fine-grained video-language alignment.