Kim, Junhyung Lyle

1. Adaptive Federated Learning with Auto-Tuned Clients
   2023/06/19 by Kim, Junhyung Lyle, Toghani, Mohammad Taha, Uribe, César A. +1 · 3 citations
   #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
2. Convergence and Stability of the Stochastic Proximal Point Algorithm\n with Momentum
   2021/11/11 by Junhyung Lyle Kim, Panos Toulis, Kim, Junhyung Lyle +3 · 2 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
3. How much pre-training is enough to discover a good subnetwork?
   2021/07/31 by Wolfe, Cameron R., Liao, Fangshuo, Wang, Qihan +2 · 1 citation
   #68T07 #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #I.2.10 #I.2.6 #I.4.0 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
4. Momentum-inspired Low-Rank Coordinate Descent for Diagonally Constrained SDPs
   2021/06/16 by Junhyung Lyle Kim, Jose Antonio Lara Benitez, Kim, Junhyung Lyle +9 · 1 citation
   Computer Science · Engineering · Mathematics · #49-02 #Advanced Optimization Algorithms Research #F.2.1 #FOS: Computer and information sciences #FOS: Mathematics #G.4 #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Software (cs.MS) #Optimization and Control (math.OC) #Optimization and Search Problems #Sparse and Compressive Sensing Techniques
5. Fast Convex Optimization with Quantum Gradient Methods
   2025/03/21 by Brandon Augustino, Augustino, Brandon, Dylan Herman +11 · 2 citations
   Computer Science · #Complexity and Algorithms in Graphs #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
6. On Speedups for Convex Optimization via Quantum Dynamics
   2025/03/31 by Shouvanik Chakrabarti, Dylan Herman, Chakrabarti, Shouvanik +11 · 2 citations
   Computer Science · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Optimization and Control (math.OC) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)