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From the 2 of 5 linked papers with an AI index.

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5 papers

cs.AI2026

RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination

Haotian Liang, Mingkang Chen, Yufei Huang +27

The paper introduces RxBrain, a foundation model that jointly reasons over language and visual inputs to create embodied plans, using a multimodal Mixture-of-Transformers architect…

cs.RO2026

ProAct: A Benchmark and Multimodal Framework for Structure-Aware Proactive Response

Xiaomeng Zhu, Fengming Zhu, Weijie Zhou +8

The paper introduces ProAct-75, a benchmark of 75 proactive tasks with step‑level annotations and task graphs, and presents ProAct-Helper, a multimodal LLM that uses these graphs f…

cs.RO2026

Plan Right, Then Plan Tight: Symbolic RL for Efficient Embodied Reasoning

Xiangli Shi, Xiaomeng Zhu, Ye Tian +5

Embodied task planning asks an agent to turn a natural-language instruction into an executable sequence of actions in a physical scene, and is a building block for household, assis…

cs.CV2025

Language-Driven Object-Oriented Two-Stage Method for Scene Graph Anticipation

Xiaomeng Zhu, Changwei Wang, Haozhe Wang +2

A scene graph is a structured representation of objects and their spatio-temporal relationships in dynamic scenes. Scene Graph Anticipation (SGA) involves predicting future scene g…

cs.AI2025

A Computable Game-Theoretic Framework for Multi-Agent Theory of Mind

Fengming Zhu, Yuxin Pan, Xiaomeng Zhu +1

Originating in psychology, (ToM) has attracted significant attention across multiple research communities, especially logic, economics, and robotics. Most…