3 papers
cs.LG2026
Decentralized SGD with Controlled Disagreement Finds Flatter Minima
Zesen Wang, Mikael Johansson
Decentralized training is often regarded as inferior to centralized training because the consensus errors between workers are thought to undermine convergence and generalization. T…
cs.LG2026
TriHead-GAN: A Generative Adversarial Network with Triple-Head Discriminator for Carbon Emission Time Series Generation
Zesen Wang, Lijuan Lan, Yonggang Li +1
Accurate carbon emission monitoring is critical for climate policy and emerging regulatory mechanisms such as the EU Carbon Border Adjustment Mechanism, yet city-level high-frequen…
cs.LG2026
YOTOnet: Zero-Shot Cross-Domain Fault Diagnosis via Domain-Conditioned Mixture of Experts
Zesen Wang, Zihao Wu, Yue Hu +2
Mechanical equipment forms the critical backbone of modern industrial production, yet domain shift severely limits the generalization of deep learning based fault diagnosis models…