Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneityby Zheng Wang, Zheng Wang, Zhaopeng…
Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Predictionby Junzhi…
Deep Learning without Weight Symmetryby Li Ji-An, Marcus K. BennaFirst submitted to arxiv on: 31…
Deep Learning for Computing Convergence Rates of Markov Chainsby Yanlin Qu, Jose Blanchet, Peter GlynnFirst…
Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspectiveby Khiem Le, Nhan…
Fully-inductive Node Classification on Arbitrary Graphsby Jianan Zhao, Zhaocheng Zhu, Mikhail Galkin, Hesham Mostafa, Michael…
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learningby Jacob Mitchell Springer, Vaishnavh Nagarajan, Aditi RaghunathanFirst…
Algorithmic Fairness in Performative Policy Learning: Escaping the Impossibility of Group Fairnessby Seamus Somerstep, Ya'acov…
Knockout: A simple way to handle missing inputsby Minh Nguyen, Batuhan K. Karaman, Heejong Kim,…
Understanding Encoder-Decoder Structures in Machine Learning Using Information Measuresby Jorge F. Silva, Victor Faraggi, Camilo…