Tam Le

Advanced
@lttam

Assistant Professor, Institute of Statistical Mathematics (ISM), Tokyo.

TreeWasserstein. Matlab code for tree-Wasserstein distance in the paper "Tree-Sliced Variants of Wasserstein Distances", NeurIPS, 2019. (Tam Le, Makoto Yamada, Kenji Fukumizu, Marco Cuturi) --- A valid positive definite Wasserstein kernel for persistence diagrams: exp(-TW/t)

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SobolevTransport. Code for "Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics", published at AISTATS 2022 (Authors: Tam Le, Truyen Nguyen, Dinh Phung, Viet Anh Nguyen)

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Kmeans-FlowTreeGW-Barycenter. Kmeans with flow-based tree Gromov-Wasserstein barycenters

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UnbalancedSobolevTransport. Code for "Scalable Unbalanced Sobolev Transport for Measures on a Graph", published at AISTATS 2023 (Authors: Tam Le, Truyen Nguyen, Kenji Fukumizu)

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EntropyPartialTransport. Code for "Entropy Partial Transport with Tree Metrics: Theory and Practice" -- AISTATS 2021 (Tam Le & Truyen Nguyen)

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PersistenceFisher. Compute Persistence Fisher distance (Fisher information metric between two persistence diagrams with and without Fast Gauss Transform) --- Algorithm 1 in Tam Le & Makoto Yamada NIPS'18

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GenAitEmb. Matlab code for generalized Aitchison embeddings (metric learning for histogram data points)

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FlowBasedAlignment-GW. Code and data for "Flow-based Alignment Approaches for Probability Measures in Different Spaces" -- AISTATS 2021 (Tam Le, Nhat Ho, Makoto Yamada)

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Generalized-Sobolev-Transport. Code for "Generalized Sobolev Transport for Probability Measures on a Graph", published at ICML 2024 (Authors: Tam Le, Truyen Nguyen, Kenji Fukumizu)

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Sobolev-IPM. Code for "Scalable Sobolev IPM for Probability Measures on a Graph", published at ICML 2025 (Authors: Tam Le, Truyen Nguyen, Hideitsu Hino, Kenji Fukumizu)

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RobustOT-NoisyTreeMetric. Code for "Optimal Transport for Measures with Noisy Tree Metric", published at AISTATS 2024 (Authors: Tam Le, Truyen Nguyen, Kenji Fukumizu)

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safe_grid_search. Approximation path and optimal selection of regularization hyperparameter for some machine learning problems.

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PartialTSW. Code for "Tree-Sliced Entropy Partial Transport", NeurIPS 2025 (Authors: Viet-Hoang Tran, Thanh Tran, Thanh Chu, Tam Le*, Tan Nguyen*)

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OST_OrliczEPT. Code for "An Efficient Orlicz-Sobolev Approach for Transporting Unbalanced Measures on a Graph", NeurIPS'25 (spotlight) [Authors: Tam Le*, Truyen Nguyen*, Hideitsu Hino, Kenji Fukumizu]

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Adversarial-Regression. Code for: "Adversarial Regression with Doubly Non-Negative Weighting Matrices" -- NeurIPS, 2021. (Tam Le*, Truyen Nguyen*, Makoto Yamada, Jose Blanchet, Viet Anh Nguyen)

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STSW. Python

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