TrungTin Nguyen

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 16

Top Topics

Model Selection

Top Venues

Publications

Huy Nguyen, TrungTin Nguyen, Khai Nguyen, Nhat Ho
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts. AISTATS (2024)
Quang Pham, Giang Do, Huy Nguyen, TrungTin Nguyen, Chenghao Liu, Mina Sartipi, Binh T. Nguyen, Savitha Ramasamy, Xiaoli Li, Steven C. H. Hoi, Nhat Ho
CompeteSMoE - Effective Training of Sparse Mixture of Experts via Competition. CoRR (2024)
Duy M. H. Nguyen, Nina Lukashina, Tai Nguyen, An T. Le, TrungTin Nguyen, Nhat Ho, Jan Peters, Daniel Sonntag, Viktor Zaverkin, Mathias Niepert
Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks. CoRR (2024)
Hoai-Chau Tran, Duy M. H. Nguyen, Duy M. Nguyen, TrungTin Nguyen, Ngan Le, Pengtao Xie, Daniel Sonntag, James Y. Zou, Binh T. Nguyen, Mathias Niepert
Accelerating Transformers with Spectrum-Preserving Token Merging. CoRR (2024)
Mark Chiu Chong, Hien Duy Nguyen, TrungTin Nguyen
-Lifted Kullback-Leibler Divergence. CoRR (2024)
Huy Nguyen, TrungTin Nguyen, Nhat Ho
Demystifying Softmax Gating in Gaussian Mixture of Experts. CoRR (2023)
Huy Nguyen, TrungTin Nguyen, Nhat Ho
Demystifying Softmax Gating Function in Gaussian Mixture of Experts. NeurIPS (2023)
Huy Nguyen, Pedram Akbarian, TrungTin Nguyen, Nhat Ho
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts. CoRR (2023)
TrungTin Nguyen, Dung Ngoc Nguyen, Hien Duy Nguyen, Faicel Chamroukhi
A Non-asymptotic Risk Bound for Model Selection in a High-Dimensional Mixture of Experts via Joint Rank and Variable Selection. AI (2) (2023)
Giang Do, Khiem Le, Quang Pham, TrungTin Nguyen, Thanh-Nam Doan, Bint T. Nguyen, Chenghao Liu, Savitha Ramasamy, Xiaoli Li, Steven C. H. Hoi
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts. CoRR (2023)
Truong Do, Le Khiem, Quang Pham, TrungTin Nguyen, Thanh-Nam Doan, Binh Nguyen, Chenghao Liu, Savitha Ramasamy, Xiaoli Li, Steven C. H. Hoi
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts. EMNLP (2023)
Huy Nguyen, TrungTin Nguyen, Khai Nguyen, Nhat Ho
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts. CoRR (2023)
Florence Forbes, Hien Duy Nguyen, TrungTin Nguyen, Julyan Arbel
Summary statistics and discrepancy measures for approximate Bayesian computation via surrogate posteriors. Stat. Comput. 32 (5) (2022)
TrungTin Nguyen, Faicel Chamroukhi, Hien Duy Nguyen, Florence Forbes
A non-asymptotic model selection in block-diagonal mixture of polynomial experts models. CoRR (2021)
TrungTin Nguyen, Hien Duy Nguyen, Faicel Chamroukhi, Florence Forbes
A non-asymptotic penalization criterion for model selection in mixture of experts models. CoRR (2021)
TrungTin Nguyen, Hien Duy Nguyen, Faicel Chamroukhi, Geoffrey J. McLachlan
-oracle inequality for the Lasso in mixture-of-experts regression models. CoRR (2020)