Latest Articles for Data Distribution

A new benchmark for assessing AKNN algorithms in continuously changing environments.

A method to identify data shifts without labels.

A method for enhancing existing language models without costly retraining.

A new method improves medical image analysis while protecting patient privacy.

Examining the methods for preparing data in model training.

A look at how Knowledge Distillation enhances recommendation systems' speed and efficiency.

Examining the impact of random quantum data on machine learning techniques.

A look at Adaptative Context Normalization in deep learning for image processing.

A new method to ensure generative models are accurate and useful in biology.

This study enhances federated learning efficiency using edge servers for better resource management.

Online-LoRA helps machines learn and remember in a continuous flow of data.

A look into the fusion of FL and QDSNNs for smarter, private data processing.

Discover how neural scaling laws impact AI performance and learning.

A new method simplifies data transfer, enhancing analysis and creativity.

Discover the risks of Membership Inference Attacks in decentralized learning.