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IEEE Transactions on Neural Networks and Learning Systems|August 6, 2026
Scalable and Robust Reinforcement Learning Through Expectile RegressionUkjo Hwang, Songnam HongIEEE Transactions on Neural Networks and Learning Systems|April 15, 2024
On Practical Robust Reinforcement Learning: Adjacent Uncertainty Set and Double-Agent AlgorithmUkjo Hwang, Songnam HongIEEE Transactions on Neural Networks and Learning Systems|July 28, 2023
Online Multikernel Learning Method via Online Biconvex OptimizationSongnam HongIEEE Transactions on Neural Networks and Learning Systems|January 14, 2021
Active Learning With Multiple KernelsSongnam Hong, Jeongmin ChaeIEEE Transactions on Neural Networks and Learning Systems|August 23, 2021
Distributed Online Learning With Multiple KernelsSongnam Hong, Jeongmin ChaeIEEE Transactions on Pattern Analysis and Machine Intelligence|November 23, 2021
Communication-Efficient Randomized Algorithm for Multi-Kernel Online Federated LearningSongnam Hong, Jeongmin ChaeIEEE Transactions on Pattern Analysis and Machine Intelligence|September 19, 2023
Tighter Regret Analysis and Optimization of Online Federated LearningDohyeok Kwon, Jonghwan Park, Songnam HongIEEE Transactions on Neural Networks and Learning Systems|August 18, 2025
FedLSC: Improving Communication Efficiency and Robustness in Federated Learning With Stragglers and AdversariesHyeong-Gun Joo, Songnam Hong, Dong-Joon ShinPageof 1