An Adaptive and Parameter-Free Nesterov’s Accelerated Gradient Method for Convex Optimization. J. J. Suh, S. Ma, 2025.
Numerical Analysis of HiPPO-LegS ODE for Deep State Space Models. J. R. Park, J. J. Suh, Y. Hong, E. K. Ryu, 2024.
Optimization Algorithm Design via Electric Circuits. S. Boyd, T. Parshakova*, E. K. Ryu, J. J. Suh*, Neural Information Processing Systems (spotlight), 2024.
*Lead authors (author list ordered alphabetically)
Optimal Acceleration for Minimax and Fixed-Point Problems is Not Unique. T. Yoon, J. Kim, J. J. Suh, E. K. Ryu, International Conference on Machine Learning (spotlight, top 335/9483=3.5% of papers), 2024.
Continuous-time Analysis of Anchor Acceleration. J. J. Suh, J. Park, E. K. Ryu, Neural Information Processing Systems, 2023.
Continuous-Time Analysis of AGM via Conservation Laws in Dilated Coordinate Systems. J. J. Suh, G. Roh, E. K. Ryu, International Conference on Machine Learning (long presentation, top 118/5630=2% of papers), 2022.