Nguyen, TrungTin
- Approximation of probability density functions via location-scale finite mixtures in Lebesgue spaces
2020/08/22 by TrungTin Nguyen, Faïcel Chamroukhi, Nguyen, TrungTin +5 · 3 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Statistical Methods and Inference #Statistical Methods and Bayesian Inference
- HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts
2023/12/12 by Giang Do, Do, Giang, Khiem Le +18 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Speech Recognition and Synthesis #Speech and Audio Processing
- Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts
2023/05/12 by Nguyen, Huy, Nguyen, TrungTin, Nguyen, Khai +1 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Demystifying Softmax Gating Function in Gaussian Mixture of Experts
2023/05/05 by Huy Nguyen, Nguyen, Huy, TrungTin Nguyen +3 · 5 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistics Theory (math.ST) #Target Tracking and Data Fusion in Sensor Networks
- ExGra-Med: Extended Context Graph Alignment for Medical Vision-Language Models
2024/10/03 by Duy M. H. Nguyen, Nguyen, Duy M. H., Nghiem T. Diep +22 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- CompeteSMoE -- Effective Training of Sparse Mixture of Experts via Competition
2024/02/04 by Pham, Quang, Do, Giang, Nguyen, Huy +8 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Non-asymptotic oracle inequalities for the Lasso in high-dimensional mixture of experts
2020/09/22 by Nguyen, TrungTin, Nguyen, Hien D, Chamroukhi, Faicel +1 · 1 citation
#62E17 (Primary) 62H12 #62H30 (Secondary) #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts
2023/10/22 by Huy Hung Nguyen, Nguyen, Huy, Pedram Akbarian +5 · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #COVID-19 epidemiological studies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Survey Sampling and Estimation Techniques
- Non-asymptotic model selection in block-diagonal mixture of polynomial\n experts models
2021/04/18 by TrungTin Nguyen, Faïcel Chamroukhi, Nguyen, TrungTin +5 · 1 citation
Computer Science · Mathematics · #62E17 (Primary) 62H30 #62H12 (Secondary) #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Risk Bounds for Mixture Density Estimation on Compact Domains via the h-Lifted Kullback--Leibler Divergence
2024/04/19 by Mark Chiu Chong, Hien D. Nguyen, Chong, Mark Chiu +3 · 2 citations
Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks
2024/02/03 by Nguyen, Duy M. H., Lukashina, Nina, Nguyen, Tai +7 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)