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cs.RO2026

TIDAL: Temporally Interleaved Diffusion and Action Loop for High-Frequency VLA Control

Yuteng Sun, Haoran Wang, Ruofei Bai +4

Large-scale Vision-Language-Action (VLA) models offer semantic generalization but suffer from high inference latency, limiting them to low-frequency batch-and-execute paradigm. Thi…

cs.RO2026

Robots as Tokens: Unified Diffusion Transformer for Coordinated Multi-Robot Trajectory Generation

Ruofei Bai, Jie Chen, Yuxin Cai +3

The success of generative models in language and visual generation has inspired extensive applications to generative robot planning. However, most existing works either focus on si…

cs.RO2026

AdaMorph: Unified Motion Retargeting via Embodiment-Aware Adaptive Transformers

Haoyu Zhang, Shibo Jin, Lusong Li +4

Retargeting human motion to heterogeneous robots is a fundamental challenge in robotics, primarily due to the severe kinematic and dynamic discrepancies between varying embodiments…

cs.RO2026

ImagiNav: Scalable Embodied Navigation via Generative Visual Prediction and Inverse Dynamics

Jie Chen, Yuxin Cai, Yizhuo Wang +5

Enabling robots to navigate open-world environments via natural language is critical for general-purpose autonomy. Yet, Vision-Language Navigation has relied on end-to-end policies…

cs.RO2025

Self-supervised Pretraining for Integrated Prediction and Planning of Automated Vehicles

Yangang Ren, Guojian Zhan, Chen Lv +3

Predicting the future of surrounding agents and accordingly planning a safe, goal-directed trajectory are crucial for automated vehicles. Current methods typically rely on imitatio…

cs.RO2025

Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning

Sheng Chen, Peiyu He, Jiaxin Hu +67

Modern robot navigation systems encounter difficulties in diverse and complex indoor environments. Traditional approaches rely on multiple modules with small models or rule-based s…