2 papers
cs.CV2025
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin Representation
Hao Ding, Yuqian Zhang, Wenzheng Cheng +7
Surgical phase recognition (SPR) is an integral component of surgical data science, enabling high-level surgical analysis. End-to-end trained neural networks that predict surgical…
math.OC2025
Convergence Analysis of Stochastic Accelerated Gradient Methods for Generalized Smooth Optimizations
Chenhao Yu, Yusu Hong, Junhong Lin
We investigate the Randomized Stochastic Accelerated Gradient (RSAG) method, utilizing either constant or adaptive step sizes, for stochastic optimization problems with generalized…