← Search

Quanmin Wei

3 accepted papers

2026

InfoCom: Kilobyte-Scale Communication-Efficient Collaborative Perception with Information Bottleneck

AAAI 2026technical

Precise environmental perception is critical for the reliability of autonomous driving systems. While collaborative perception mitigates the limitations of single-agent perception through information sharing, it encounters a fundamental communication-performance trade-off. Existing communication-eff

Cited by 0SourcePDFScholar
2025

CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning

AAAI 2025technical

Multi-agent collaborative perception is expected to significantly improve perception performance by overcoming the limitations of single-agent perception through exchanging complementary information. However, training a robust collaborative perception model requires collecting sufficient training da…

2025

Pragmatic Heterogeneous Collaborative Perception via Generative Communication Mechanism

NeurIPS 2025poster

Multi-agent collaboration enhances the perception capabilities of individual agents through information sharing. However, in real-world applications, differences in sensors and models across heterogeneous agents inevitably lead to domain gaps during collaboration. Existing approaches based on adapta…

Cited by 0SourcecodeScholar