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Zhi-Gang Wang

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Preprint Sep 2026

WOLF: World Model Guided LiDAR Exploration with Predictive Frontiers

This work presents WOLF, a world-model-guided framework that predicts future observations to enhance autonomous exploration and reduces mean terminal time in simulations and onboard deployment of the learned model for online inference during physical flight.

Yu-Yang Tian, Peng Yang, Peng-Yuan Wu et al. · 0 citations
Preprint Oct 2026

MixVLA: Adaptive Mixing of Non-Invariant Information for Generalizable Vision-Language-Action Models

Extensive experiments across challenging manipulation settings, including LIBERO, LIBERO-Plus, the RoboTwin perturbation suite, and real-world tasks, demonstrate that MixVLA improves overall zero-shot robustness while retaining strong in-domain performance.

Ping-Rui Zhang, Yu Zhang, Peng-Yuan Wu et al. · 0 citations
Open access Oct 2026

WAND: Learning Robust Navigation Under Complex Wind Disturbances and Dense Obstacles for Quadrotors

Robust navigation in cluttered environments remains a fundamental challenge for quadrotors, particularly when strong wind disturbances arise, which perturb vehicle dynamics, limit control authority, and substantially increase collision risk. Existing learning-based navigation policies typically rely on obstacle percept...

Zhonghan Tang, Chenhui Li, Shuai Liang et al. · 0 citations

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