1. TRAN Ba hien
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TRAN Ba hien

Journal

Zammit-Mangion, Andrew; Kaminski, Michael D.; Tran, Ba-Hien; Filippone, Maurizio; Cressie, Noel

Spatial Bayesian neural networks

Submitted to ArXiV, 16 November 2023
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ARXIV
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Conference

Tran, Ba-Hien; Franzese, Giulio; Michiardi, Pietro; Filippone, Maurizio

One-line-of-code data mollification improves optimization of likelihood-based generative models

NeurIPS 2023, 37th Conference on Neural Information Processing Systems, 11-16 December 2023, New Orleans, USA
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ARXIV
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Poster / Demo

Tran, Ba-Hien; Franzese, Giulio; Michiardi, Pietro; Filippone, Maurizio

One-line-of-code data mollification improves optimization of likelihood-based generative models

KAUST 2023 Workshop on Statistics, 6-9 November 2023, Thuwal, Kingdom of Saudi Arabia
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Thesis

Tran, Ba-Hien

Advancing Bayesian deep learning : Sensible priors and accelerated inference

Thesis
1st place of the EDITE price 2023
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Poster / Demo

Tran, Ba-Hien; Shahbaba, Babak; Mandt, Stephan; Filippone, Maurizio

Fully Bayesian autoencoders with latent sparse Gaussian processes

ICML 2023, 40th International Conference on Machine Learning, 23-29 July 2023, Honolulu, Hawaii, USA / PMLR 202:34409-34430
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ARXIV
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Conference

Tran, Ba-Hien; Franzese, Giulio; Michiardi, Pietro; Filippone, Maurizio

Improving training of likelihood-based generative models with Gaussian homotopy

SPIGM 2023, 1st Workshop on Structured Probabilistic Inference & Generative Modeling, co-located with ICML-2023, 23-29 July 2023, Honolulu, Hawaii, USA
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Journal

Tran, Ba-Hien; Rossi, Simone; Milios, Dimitrios; Filippone, Maurizio

All you need is a good functional prior for Bayesian deep learning

Journal of Machine Learning Research (JMLR), 2022, Vol.23 / Also presented at NeurIps 2022, 36th Conference on Neural Information Processing Systems, 28 November 2022, New Orleans, USA
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ARXIV
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Conference

Tran, Ba-Hien; Rossi, Simone; Milios, Dimitrios; Michiardi, Pietro; Bonilla, Edwin V; Filippone, Maurizio

Model selection for Bayesian autoencoders

IS 2022, SIAM Conference on Imaging Science 2022, 23 March 2022
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Conference

Tran, Ba-Hien; Rossi, Simone; Milios, Dimitrios; Michiardi, Pietro; Bonilla, Edwin V.; Filippone, Maurizio

Model selection for Bayesian autoencoders

NeurIPS 2021, 35th Conference on Neural Information Processing Systems, 6-14 December 2021 (Virtual Event)
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ARXIV
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Conference

Tran, Ba-Hien; Milios, Dimitrios; Rossi, Simone; Filippone, Maurizio

Functional priors for bayesian neural networks through wasserstein distance minimization to Gaussian processes

AABI 2021, 3rd Symposium on Advances in Approximate Bayesian Inference, January-February 2021 (Virtual Event)
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