3 papers
cs.LG2025
Surrogate Modeling via Factorization Machine and Ising Model with Enhanced Higher-Order Interaction Learning
Anbang Wang, Dunbo Cai, Yu Zhang +3
Recently, a surrogate model was proposed that employs a factorization machine to approximate the underlying input-output mapping of the original system, with quantum annealing used…
cs.LG2024
Split Federated Learning Over Heterogeneous Edge Devices: Algorithm and Optimization
Yunrui Sun, Gang Hu, Yinglei Teng +1
Split Learning (SL) is a promising collaborative machine learning approach, enabling resource-constrained devices to train models without sharing raw data, while reducing computati…
quant-ph2024
Enhancing the expressivity of quantum neural networks with residual connections
Jingwei Wen, Zhiguo Huang, Dunbo Cai +1
In the recent noisy intermediate-scale quantum era, the research on the combination of artificial intelligence and quantum computing has been greatly developed. Inspired by neural…