Distributed ML, Privacy-preserving AI, Edge Training, Decentralized Models
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data
arxiv.org·11h
Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping
machinelearning.apple.com·2d
FedGSCA: Medical Federated Learning with Global Sample Selector and Client Adaptive Adjuster under Label Noise
arxiv.org·11h
AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air
arxiv.org·11h
SFedKD: Sequential Federated Learning with Discrepancy-Aware Multi-Teacher Knowledge Distillation
arxiv.org·2d
GALDS: A Graph-Autoencoder-based Latent Dynamics Surrogate model to predict neurite material transport
arxiv.org·11h
PREAMBLE: Private and Efficient Aggregation via Block Sparse Vectors
machinelearning.apple.com·15h
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