Securing Federated Learning Against Novel and Classic Backdoor Threats During Foundation Model Integrationby Xiaohuan Bi,…
Learning Mathematical Rules with Large Language Modelsby Antoine Gorceix, Bastien Le Chenadec, Ahmad Rammal, Nelson…
CK4Gen: A Knowledge Distillation Framework for Generating High-Utility Synthetic Survival Datasets in Healthcareby Nicholas I-Hsien…
Graph Transformers Dream of Electric Flowby Xiang Cheng, Lawrence Carin, Suvrit SraFirst submitted to arxiv…
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating Worldby Joshua Kazdan,…
SoftSRV: Learn to Generate Targeted Synthetic Databy Giulia DeSalvo, Jean-Fracois Kagy, Lazaros Karydas, Afshin Rostamizadeh,…
Data Augmentation via Diffusion Model to Enhance AI Fairnessby Christina Hastings Blow, Lijun Qian, Camille…
Amortized Probabilistic Conditioning for Optimization, Simulation and Inferenceby Paul E. Chang, Nasrulloh Loka, Daolang Huang,…
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learningby Jiangtao Kong, Jiacheng…
How Does Data Diversity Shape the Weight Landscape of Neural Networks?by Yang Ba, Michelle V.…