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cs.RO2026

WorldToken: Time-First Sequence Modeling for Robotic Imitation Learning

Chunkai Yang, Andong Yang, Chao Gao

Robot policies receive heterogeneous observations at each decision step, yet sequence models differ in how they organize these inputs over time. We introduce WorldToken, a time-fir…

cs.RO2026

PL-LIT: A LiDAR-Inertial-Thermal SLAM Using Point-Line Features and Thermographic Mapping

Jiawei Xia, Yixiao Feng, Yongliang Shi +4

Thermal imaging is resilient to adverse conditions, such as intense illumination, low-light operation, and fog, and can therefore mitigate odometry degradation when visible-spectru…

cs.RO2026

AirDreamer: Generalist Drone Navigation with World Models

Zian Liu, Andong Yang, Chunkai Yang +3

Navigating a drone in unseen and cluttered environments requires reliable generalization to unseen scene layouts and understanding of environmental structure relative to the robot'…

cs.RO2025

A New Trajectory-Oriented Approach to Enhancing Comprehensive Crowd Navigation Performance

Xinyu Zhou, Songhao Piao, Chao Gao +1

Crowd navigation has garnered considerable research interest in recent years, especially with the proliferating application of deep reinforcement learning (DRL) techniques. Many st…

cs.RO2025

TopoDiffuser: A Diffusion-Based Multimodal Trajectory Prediction Model with Topometric Maps

Zehui Xu, Junhui Wang, Yongliang Shi +2

This paper introduces TopoDiffuser, a diffusion-based framework for multimodal trajectory prediction that incorporates topometric maps to generate accurate, diverse, and road-compl…

cs.RO2025

OpenBench: A New Benchmark and Baseline for Semantic Navigation in Smart Logistics

Junhui Wang, Dongjie Huo, Zehui Xu +6

The increasing demand for efficient last-mile delivery in smart logistics underscores the role of autonomous robots in enhancing operational efficiency and reducing costs. Traditio…