2 papers
cs.SD2025
Full-Frequency Temporal Patching and Structured Masking for Enhanced Audio Classification
Aditya Makineni, Baocheng Geng, Qing Tian
Transformers and State-Space Models (SSMs) have advanced audio classification by modeling spectrograms as sequences of patches. However, existing models such as the Audio Spectrogr…
cs.LG2025
PFedDST: Personalized Federated Learning with Decentralized Selection Training
Mengchen Fan, Keren Li, Tianyun Zhang +2
Distributed Learning (DL) enables the training of machine learning models across multiple devices, yet it faces challenges like non-IID data distributions and device capability dis…