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Shuyu Zhang

4 accepted papers

2026

Unveiling Uncertainty-Aware Autonomous Cooperative Learning Based Planning Strategy

ICRA 2026poster

In future intelligent transportation systems, autonomous cooperative planning (ACP), becomes a promising technique to increase the effectiveness and security of multi-vehicle interactions. However, multiple uncertainties cannot be fully addressed for existing ACP strategies, e.g. perception, plannin…

2025

DynPurge: Dynamic Point Removal via Spatiotemporal Distribution Range in Global-Scale LiDAR Maps

RA-L 2025

Accurate dynamic object removal from LiDAR-based maps is critical for reliable localization and navigation in urban environments, where moving targets often leave persistent point cloud trajectories during sequential scan accumulation, thereby degrading map fidelity. This study proposes a temporal d

Cited by 1SourceScholar
2025

Unveiling Uncertainty-Aware Autonomous Cooperative Learning Based Planning Strategy

RA-L 2025

In future intelligent transportation systems, autonomous cooperative planning (ACP), becomes a promising technique to increase the effectiveness and security of multi-vehicle interactions. However, multiple uncertainties cannot be fully addressed for existing ACP strategies, e.g. perception, plannin

Cited by 1SourceScholar
2022

SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures

AAAI 2022technical

Top-k sparsification method is popular and powerful forreducing the communication cost in Federated Learning(FL). However, according to our experimental observation, it spends most of the total communication cost on the index of the selected parameters (i.e., their position informa-tion), which is i…