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Hengyi Ren

3 accepted papers

2026

FCMO: A Flow-Curv Mamba Operator for Large-Scale 3D Vehicle Aerodynamics

AAAI 2026technical

Large-scale three dimensional vehicle aerodynamics prediction poses critical computational challenges in modern automotive design, where traditional CFD methods require prohibitive simulation times that conflict with rapid design iteration demands. While recent neural operator approaches show promis

Cited by 0SourcePDFScholar
2026

FedSSM: State Space Model-based Proactive Inference for Heterogeneous Multimodal Federated Learning

ICML 2026poster

Multimodal Federated Learning (MMFL) addresses collaborative training across clients with heterogeneous modality configurations, where effective client selection becomes critical under the compounded challenges of modality, distribution, and quantity heterogeneity. Existing selection methods operate…

Cited by 0SourceScholar
2025

Meta-Learning for Finger Vein Recognition in Internet of Things Smart Home Security

ICASSP 2025accepted

Recently, convolutional neural networks for finger vein recognition have gained attention, but their application in IoT smart home security is underexplored. Existing methods typically require networks to identify all categories in a dataset, leading to high parameter demands, which is inefficient g…

Cited by 0SourceScholar