3 papers
cs.LG2025
Objective Value Change and Shape-Based Accelerated Optimization for the Neural Network Approximation
Pengcheng Xie, Zihao Zhou, Zijian Zhou
This paper introduce a novel metric of an objective function f, we say VC (value change) to measure the difficulty and approximation affection when conducting an neural network app…
cs.NI2025
One task to rule them all: A closer look at traffic classification generalizability
Elham Akbari, Zihao Zhou, Mohammad Ali Salahuddin +5
Existing website fingerprinting and traffic classification solutions do not work well when the evaluation context changes, as their performances often heavily rely on context-speci…
cs.LG2025
Federated Temporal Graph Clustering
Zihao Zhou, Yang Liu, Xianghong Xu +1
Temporal graph clustering is a complex task that involves discovering meaningful structures in dynamic graphs where relationships and entities change over time. Existing methods ty…