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Peng Liao

3 accepted papers

2025

Neural Architecture Search Driven by Locally Guided Diffusion for Personalized Federated Learning

ICCV 2025poster

Neural Architecture Search (NAS) has gained significant attention in personalized federated learning (PFL) due to its ability to automatically design tailored models for individual clients. While most existing NAS approaches for PFL perform architecture search on the server side, client-side NAS--wh…

Cited by 0SourcePDFScholar
2025

Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory

CVPR 2025poster

Due to the interference of background noise, existing video anomaly detection methods are prone to detect some normal events in complex scenes as anomalies. Meanwhile, we note that the diversity of normal patterns has not been adequately considered, i.e., the normal events that are worthy of referen…

Cited by 0SourcePDFScholar
2023

EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets

CVPR 2023poster

The success of multi-task learning (MTL) can largely be attributed to the shared representation of related tasks, allowing the models to better generalise. In deep learning, this is usually achieved by sharing a common neural network architecture and jointly training the weights. However, the joint…