الباحثون

Zhenyu Hou

المنشورات 2

نسخة أولية وصول مفتوح

PARC-Loc: Text-to-Point-Cloud Localization with Partial Assignment and Relational Consistency

Text-to-point-cloud localization estimates a position in a city-scale 3D map from descriptions of surrounding objects. Existing coarse-to-fine methods retrieve submaps using aggregate learned compatibility and then localize within a selected submap. However, repetitive or similar urban objects can inflate the embedding …

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GuardPIBT: Counterfactually Gated Neural Guidance for Ultra-Large-Scale 3D Multi-Agent Path Finding

Yuan Zhou, Zhenyu Hou, Guangtong Xu وآخرون · 2026

Large-scale 3D multi-agent path finding becomes increasingly difficult under dense traffic. Priority Inheritance with Backtracking (PIBT) scales well, but its one-step goal-directed ordering may become insufficient under dense interactions and large-scale congestion. We present GuardPIBT, which augments rather than rep …

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