Hicham Janati

8 papers · 2019–2023 · 5 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad

🔥 Unstoppable · Bronze

Venues

JMLR (3) AISTATS (2) AAAI (1) ICML (1) NeurIPS (1)

Top co-authors

Marco Cuturi (5) Alexandre Gramfort (5) Nicolas Courty (2) Rémi Flamary (2) Ievgen Redko (2) Antoine Rolet (1) Kilian Fatras (1) Boris Muzellec (1) Antony Schutz (1) Vivien Seguy (1)

Research topics

Machine Learning (7) Mathematics & Optimization (5) Optimization (5) Optimization & Theory (5) Core Methods (3) Data Science & Analytics (2) Methods (2) Artificial Intelligence (1) Application Areas (1) Learning Paradigms (1) Mathematics (1)

Keywords

optimal transport (5) sinkhorn algorithm (4) wasserstein distance (3) robust optimization (1) domain adaptation (1) time series classification (1) time series (1) coordinate descent (1) machine learning (1) outlier robustness (1) dynamic time warping (1) closed-form solution (1) multi-task regression (1) entropic regularization (1) entropy regularization (1) algorithm implementation (1) spatio-temporal data (1) unbalanced optimal transport (1) gromov-wasserstein distance (1) wasserstein barycenter (1)

Papers

Unbalanced CO-optimal Transport AAAI 2023 Averaging Spatio-temporal Signals using Optimal Transport and Soft Alignment JMLR 2022 POT: Python Optimal Transport JMLR 2021 Debiased Sinkhorn barycenters ICML 2020 Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form NeurIPS 2020 pyts: A Python Package for Time Series Classification JMLR 2020 Spatio-temporal alignments: Optimal transport through space and time AISTATS 2020 Wasserstein regularization for sparse multi-task regression AISTATS 2019