TrungTin Nguyen
- The University of Queensland (UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations])
Présentation
Publications
Publications
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Bayesian Likelihood Free Inference using Mixtures of ExpertsInternational Joint Conference on Neural Networks, IJCNN, Jun 2024, Yokohama, Japan. pp.1--8, ⟨10.1109/IJCNN60899.2024.10650052⟩ |
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Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of ExpertsAISTATS 2024 - 27th International Conference on Artificial Intelligence and Statistics, May 2024, Valencia, Spain. pp.1-33 |
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Demystifying Softmax Gating Function in Gaussian Mixture of ExpertsAdvances in Neural Information Processing Systems, NeurIPS 2023 Spotlight, Dec 2023, New Orleans, United States. pp.1-27 |
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HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of ExpertsThe 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main, Dec 2023, Singapour, Singapore. pp.1-12 |
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A non-asymptotic risk bound for model selection in a high-dimensional mixture of experts via joint rank and variable selectionAJCAI 2023 - Australasian Joint Conference on Artificial Intelligence, Nov 2023, Brisbane, Australia. pp.1-32 |
Bayesian nonparametric mixture of experts for high-dimensional inverse problemsBNP13 - 13th International Conference on Bayesian Nonparametrics, Oct 2022, Puerto Varas, Chile |
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Mixture of expert posterior surrogates for approximate Bayesian computationSFdS 2022 - 53èmes Journées de Statistique de la Société Française de Statistique, Jun 2022, Lyon, France. pp.1-6 |
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Model selection by penalization in mixture of experts models with a non-asymptotic approachJDS 2022 - 53èmes Journées de Statistique de la Société Française de Statistique (SFdS), Jun 2022, Lyon, France. pp.1-6 |
Approximate Bayesian computation with surrogate posteriorsISBA 2021 - World Meeting of the International Society for Bayesian Analysis, Jun 2021, Marseille, France |
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A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts2023 |
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A non-asymptotic model selection in block-diagonal mixture of polynomial experts models2021 |
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Non-asymptotic oracle inequalities for the Lasso in high-dimensional mixture of experts2020 |