collaborators

14 papers

cs.RO2026

ETA: A New Agentic Paradigm for Embodied Tasks

Yitong Chen, Zezheng Huai, Sixian Li +7

When will robots have their ChatGPT moment? Such a breakthrough requires a general-purpose robot that can handle unfamiliar tasks in unfamiliar environments, remain controllable ov…

cs.RO2026

LH-AVLN: A Benchmark for Long-Horizon Audio-Visual-Language Navigation

Rufeng Chen, Yue Chang, Zili Shao +5

Embodied navigation is moving toward long-horizon missions, yet existing long-horizon benchmarks are largely acoustically silent, and audio-visual navigation tasks typically focus…

cs.RO2026

Advancing Omnimodal Embodied Agents from Isolated Skills to Everyday Physical Autonomy

Junhao Shi, Zezheng Huai, Siyin Wang +7

Building persistent embodied agents in unstructured environments demands unified orchestration of heterogeneous tools spanning both cyber (APIs, IoT) and physical (manipulation, na…

cs.RO2026

PSG-Nav: Probabilistic Scene Graph Navigation via Multiverse Decision Making

Rufeng Chen, Yue Chang, Xiaqiang Tang +2

Open-vocabulary navigation requires embodied agents to manage significant perception uncertainty stemming from semantic ambiguity and model errors. However, most existing works set…

cs.LG2026

Simply Stabilizing the Loop via Fully Looped Transformer

Rao Fu, Zixuan Yang, Jiankun Zhang +4

Scaling model performance typically requires increasing model size. Looped Transformer offers a compelling alternative by iteratively reusing the same Transformer blocks, trading a…

cs.CV2026

SAM-Sode: Towards Faithful Explanations for Tiny Bacteria Detection

Wanying Tan, Shuo Yan, Dazhi Huang +7

Interpretability in object detection provides crucial confidence support for clinical auxiliary diagnosis. However, in tiny bacteria detection, traditional explanation methods ofte…