296 citations
- Hanoi University of Science and TechnologyVN6 papers
- Hong Kong University of Science and TechnologyHK3 papers
- Monash UniversityAU3 papers
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- University of LuxembourgLU3 papers
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Showing 2024 · cs.LGShow all
3 papers · 2 filters
cs.LG2024★ 1 cited
Gentle Local Robustness implies Generalization
Khoat Than, Dat Phan, Giang Vu
Robustness and generalization ability of machine learning models are of utmost importance in various application domains. There is a wide interest in efficient ways to analyze thos…
cs.LG2024★ 18 cited
Scalable Transformer for High Dimensional Multivariate Time Series Forecasting
Xin Zhou, Weiqing Wang, Wray Buntine +4
Deep models for Multivariate Time Series (MTS) forecasting have recently demonstrated significant success. Channel-dependent models capture complex dependencies that channel-indepe…
cs.LG2024★ 23 cited
Towards Efficient Communication and Secure Federated Recommendation System via Low-rank Training
Ngoc-Hieu Nguyen, Tuan-Anh Nguyen, Tuan Nguyen +3
Federated Recommendation (FedRec) systems have emerged as a solution to safeguard users' data in response to growing regulatory concerns. However, one of the major challenges in th…