TrungTin Nguyen

1. Accelerating Transformers with Spectrum-Preserving Token Merging
   2024/05/25 by Hoai-Chau Tran, Duy M. H. Nguyen, Tran, Hoai-Chau +17 · 11 citations
   Computer Science · Medicine · #Algorithms and Data Compression #Retinal Imaging and Analysis #Distributed systems and fault tolerance
2. Demystifying Softmax Gating Function in Gaussian Mixture of Experts
   2023/05/05 by Huy Nguyen, Nguyen, Huy, TrungTin Nguyen +3 · 6 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
3. 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
4. Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts
   2023/05/12 by Huy Nguyen, TrungTin Nguyen, Nguyen, Huy +5 · 5 citations
   Computer Science · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Target Tracking and Data Fusion in Sensor Networks
5. 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
6. 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 · 5 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
7. A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts
   2023/10/22 by Huy Hung Nguyen, Nguyen, Huy, Pedram Akbarian +5 · 3 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
8. 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)
9. Risk Bounds for Mixture Density Estimation on Compact Domains via the h-Lifted Kullback--Leibler Divergence
   2024/04/19 by Mark Chiu Chong, Chong, Mark Chiu, Hien D. Nguyen +3 · 3 citations
   Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference