Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Non-intrusive Learning of Physics-Informed Spatio-temporal Surrogate for Accelerating Design
Sudeepta Mondal, Soumalya Sarkar
Most practical engineering design problems involve nonlinear spatio-temporal dynamical systems. Multi-physics simulations are often performed to capture the fine spatio-temporal sc…
cs.LG2024
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks
Shrenik Zinage, Sudeepta Mondal, Soumalya Sarkar
The need for scalable and expressive models in machine learning is paramount, particularly in applications requiring both structural depth and flexibility. Traditional deep learnin…