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@article{DBLP:journals/corr/abs-2401-09191, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Matt Jacobs and Jakwang Kim and Matthew Werenski}, title = {An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification}, journal = {CoRR}, volume = {abs/2401.09191}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2401.09191}, doi = {10.48550/ARXIV.2401.09191}, eprinttype = {arXiv}, eprint = {2401.09191}, timestamp = {Thu, 01 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2401-09191.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Trillos0L23, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Pengfei He and Chenghui Li}, title = {Large sample spectral analysis of graph-based multi-manifold clustering}, journal = {J. Mach. Learn. Res.}, volume = {24}, pages = {143:1--143:71}, year = {2023}, url = {http://jmlr.org/papers/v24/21-1254.html}, timestamp = {Tue, 13 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/Trillos0L23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/TrillosJK23, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Matt Jacobs and Jakwang Kim}, title = {The multimarginal optimal transport formulation of adversarial multiclass classification}, journal = {J. Mach. Learn. Res.}, volume = {24}, pages = {45:1--45:56}, year = {2023}, url = {http://jmlr.org/papers/v24/22-0698.html}, timestamp = {Tue, 13 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/TrillosJK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2301-03662, author = {Camilo Garcia Trillos and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {On adversarial robustness and the use of Wasserstein ascent-descent dynamics to enforce it}, journal = {CoRR}, volume = {abs/2301.03662}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2301.03662}, doi = {10.48550/ARXIV.2301.03662}, eprinttype = {arXiv}, eprint = {2301.03662}, timestamp = {Thu, 19 Jan 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2301-03662.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-00075, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Matt Jacobs and Jakwang Kim}, title = {On the existence of solutions to adversarial training in multiclass classification}, journal = {CoRR}, volume = {abs/2305.00075}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.00075}, doi = {10.48550/ARXIV.2305.00075}, eprinttype = {arXiv}, eprint = {2305.00075}, timestamp = {Thu, 04 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-00075.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-02894, author = {Jose A. Carrillo and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Sixu Li and Yuhua Zhu}, title = {FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization}, journal = {CoRR}, volume = {abs/2305.02894}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.02894}, doi = {10.48550/ARXIV.2305.02894}, eprinttype = {arXiv}, eprint = {2305.02894}, timestamp = {Wed, 10 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-02894.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-18779, author = {Leon Bungert and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Matt Jacobs and Daniel McKenzie and Dorde Nikolic and Qingsong Wang}, title = {It begins with a boundary: {A} geometric view on probabilistically robust learning}, journal = {CoRR}, volume = {abs/2305.18779}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.18779}, doi = {10.48550/ARXIV.2305.18779}, eprinttype = {arXiv}, eprint = {2305.18779}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-18779.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2307-02378, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Melanie Weber}, title = {Continuum Limits of Ollivier's Ricci Curvature on data clouds: pointwise consistency and global lower bounds}, journal = {CoRR}, volume = {abs/2307.02378}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2307.02378}, doi = {10.48550/ARXIV.2307.02378}, eprinttype = {arXiv}, eprint = {2307.02378}, timestamp = {Mon, 10 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2307-02378.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2307-05750, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Anna Little and Daniel McKenzie and James M. Murphy}, title = {Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithms}, journal = {CoRR}, volume = {abs/2307.05750}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2307.05750}, doi = {10.48550/ARXIV.2307.05750}, eprinttype = {arXiv}, eprint = {2307.05750}, timestamp = {Thu, 27 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2307-05750.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-00729, author = {Chenghui Li and Rishi Sonthalia and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {Spectral Neural Networks: Approximation Theory and Optimization Landscape}, journal = {CoRR}, volume = {abs/2310.00729}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.00729}, doi = {10.48550/ARXIV.2310.00729}, eprinttype = {arXiv}, eprint = {2310.00729}, timestamp = {Wed, 18 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-00729.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2312-08135, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Bodhisattva Sen}, title = {A New Perspective On Denoising Based On Optimal Transport}, journal = {CoRR}, volume = {abs/2312.08135}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2312.08135}, doi = {10.48550/ARXIV.2312.08135}, eprinttype = {arXiv}, eprint = {2312.08135}, timestamp = {Tue, 09 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2312-08135.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Trillos022, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray}, title = {Adversarial Classification: Necessary Conditions and Geometric Flows}, journal = {J. Mach. Learn. Res.}, volume = {23}, pages = {187:1--187:38}, year = {2022}, url = {http://jmlr.org/papers/v23/21-0222.html}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/Trillos022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jns/TrillosM22, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Javier Morales}, title = {Semi-discrete Optimization Through Semi-discrete Optimal Transport: {A} Framework for Neural Architecture Search}, journal = {J. Nonlinear Sci.}, volume = {32}, number = {3}, pages = {27}, year = {2022}, url = {https://doi.org/10.1007/s00332-022-09780-2}, doi = {10.1007/S00332-022-09780-2}, timestamp = {Tue, 03 May 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jns/TrillosM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/siamma/CalderTL22, author = {Jeff Calder and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Marta Lewicka}, title = {Lipschitz Regularity of Graph Laplacians on Random Data Clouds}, journal = {{SIAM} J. Math. Anal.}, volume = {54}, number = {1}, pages = {1169--1222}, year = {2022}, url = {https://doi.org/10.1137/20m1356610}, doi = {10.1137/20M1356610}, timestamp = {Thu, 22 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/siamma/CalderTL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2204-12676, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Matt Jacobs and Jakwang Kim}, title = {The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification}, journal = {CoRR}, volume = {abs/2204.12676}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2204.12676}, doi = {10.48550/ARXIV.2204.12676}, eprinttype = {arXiv}, eprint = {2204.12676}, timestamp = {Tue, 07 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2204-12676.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2207-01093, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Daniel Sanz{-}Alonso and Ruiyi Yang}, title = {Mathematical Foundations of Graph-Based Bayesian Semi-Supervised Learning}, journal = {CoRR}, volume = {abs/2207.01093}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2207.01093}, doi = {10.48550/ARXIV.2207.01093}, eprinttype = {arXiv}, eprint = {2207.01093}, timestamp = {Wed, 06 Jul 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2207-01093.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2209-02305, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray and Matthew Thorpe}, title = {Rates of Convergence for Regression with the Graph Poly-Laplacian}, journal = {CoRR}, volume = {abs/2209.02305}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2209.02305}, doi = {10.48550/ARXIV.2209.02305}, eprinttype = {arXiv}, eprint = {2209.02305}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2209-02305.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2209-15130, author = {Yuetian Luo and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {Nonconvex Matrix Factorization is Geodesically Convex: Global Landscape Analysis for Fixed-rank Matrix Optimization From a Riemannian Perspective}, journal = {CoRR}, volume = {abs/2209.15130}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2209.15130}, doi = {10.48550/ARXIV.2209.15130}, eprinttype = {arXiv}, eprint = {2209.15130}, timestamp = {Tue, 07 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2209-15130.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2210-06671, author = {Aditya Kumar Akash and Sixu Li and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {Wasserstein Barycenter-based Model Fusion and Linear Mode Connectivity of Neural Networks}, journal = {CoRR}, volume = {abs/2210.06671}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2210.06671}, doi = {10.48550/ARXIV.2210.06671}, eprinttype = {arXiv}, eprint = {2210.06671}, timestamp = {Tue, 18 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2210-06671.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/TrillosHH21, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Franca Hoffmann and Bamdad Hosseini}, title = {Geometric structure of graph Laplacian embeddings}, journal = {J. Mach. Learn. Res.}, volume = {22}, pages = {63:1--63:55}, year = {2021}, url = {http://jmlr.org/papers/v22/19-683.html}, timestamp = {Mon, 31 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jmlr/TrillosHH21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/gsi/TrillosMM21, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and F{\'{e}}lix Morales and Javier Morales}, editor = {Frank Nielsen and Fr{\'{e}}d{\'{e}}ric Barbaresco}, title = {Traditional and Accelerated Gradient Descent for Neural Architecture Search}, booktitle = {Geometric Science of Information - 5th International Conference, {GSI} 2021, Paris, France, July 21-23, 2021, Proceedings}, series = {Lecture Notes in Computer Science}, volume = {12829}, pages = {507--514}, publisher = {Springer}, year = {2021}, url = {https://doi.org/10.1007/978-3-030-80209-7\_55}, doi = {10.1007/978-3-030-80209-7\_55}, timestamp = {Tue, 27 Jul 2021 08:16:25 +0200}, biburl = {https://dblp.org/rec/conf/gsi/TrillosMM21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2107-13610, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Pengfei He and Chenghui Li}, title = {Large sample spectral analysis of graph-based multi-manifold clustering}, journal = {CoRR}, volume = {abs/2107.13610}, year = {2021}, url = {https://arxiv.org/abs/2107.13610}, eprinttype = {arXiv}, eprint = {2107.13610}, timestamp = {Tue, 03 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2107-13610.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2108-08687, author = {Katy Craig and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Dejan Slepcev}, title = {Clustering dynamics on graphs: from spectral clustering to mean shift through Fokker-Planck interpolation}, journal = {CoRR}, volume = {abs/2108.08687}, year = {2021}, url = {https://arxiv.org/abs/2108.08687}, eprinttype = {arXiv}, eprint = {2108.08687}, timestamp = {Mon, 23 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2108-08687.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2109-06294, author = {Camilo Garcia Trillos and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {On the regularized risk of distributionally robust learning over deep neural networks}, journal = {CoRR}, volume = {abs/2109.06294}, year = {2021}, url = {https://arxiv.org/abs/2109.06294}, eprinttype = {arXiv}, eprint = {2109.06294}, timestamp = {Wed, 22 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2109-06294.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2111-13613, author = {Leon Bungert and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray}, title = {The Geometry of Adversarial Training in Binary Classification}, journal = {CoRR}, volume = {abs/2111.13613}, year = {2021}, url = {https://arxiv.org/abs/2111.13613}, eprinttype = {arXiv}, eprint = {2111.13613}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2111-13613.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/focm/TrillosGHS20, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Moritz Gerlach and Matthias Hein and Dejan Slepcev}, title = {Error Estimates for Spectral Convergence of the Graph Laplacian on Random Geometric Graphs Toward the Laplace-Beltrami Operator}, journal = {Found. Comput. Math.}, volume = {20}, number = {4}, pages = {827--887}, year = {2020}, url = {https://doi.org/10.1007/s10208-019-09436-w}, doi = {10.1007/S10208-019-09436-W}, timestamp = {Tue, 18 Aug 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/focm/TrillosGHS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/TrillosKSS20, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Zachary Kaplan and Thabo Samakhoana and Daniel Sanz{-}Alonso}, title = {On the consistency of graph-based Bayesian semi-supervised learning and the scalability of sampling algorithms}, journal = {J. Mach. Learn. Res.}, volume = {21}, pages = {28:1--28:47}, year = {2020}, url = {http://jmlr.org/papers/v21/17-698.html}, timestamp = {Thu, 18 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/TrillosKSS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/simods/TrillosM20, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan W. Murray}, title = {A Maximum Principle Argument for the Uniform Convergence of Graph Laplacian Regressors}, journal = {{SIAM} J. Math. Data Sci.}, volume = {2}, number = {3}, pages = {705--739}, year = {2020}, url = {https://doi.org/10.1137/19M1245372}, doi = {10.1137/19M1245372}, timestamp = {Sat, 07 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/simods/TrillosM20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2003-07991, author = {Daniele Bigoni and Yuming Chen and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Youssef M. Marzouk and Daniel Sanz{-}Alonso}, title = {Data-Driven Forward Discretizations for Bayesian Inversion}, journal = {CoRR}, volume = {abs/2003.07991}, year = {2020}, url = {https://arxiv.org/abs/2003.07991}, eprinttype = {arXiv}, eprint = {2003.07991}, timestamp = {Tue, 24 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2003-07991.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2004-09304, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray and Matthew Thorpe}, title = {From graph cuts to isoperimetric inequalities: Convergence rates of Cheeger cuts on data clouds}, journal = {CoRR}, volume = {abs/2004.09304}, year = {2020}, url = {https://arxiv.org/abs/2004.09304}, eprinttype = {arXiv}, eprint = {2004.09304}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2004-09304.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-15218, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and F{\'{e}}lix Morales and Javier Morales}, title = {Traditional and accelerated gradient descent for neural architecture search}, journal = {CoRR}, volume = {abs/2006.15218}, year = {2020}, url = {https://arxiv.org/abs/2006.15218}, eprinttype = {arXiv}, eprint = {2006.15218}, timestamp = {Tue, 27 Jul 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-15218.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-15221, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Javier Morales}, title = {Semi-discrete optimization through semi-discrete optimal transport: a framework for neural architecture search}, journal = {CoRR}, volume = {abs/2006.15221}, year = {2020}, url = {https://arxiv.org/abs/2006.15221}, eprinttype = {arXiv}, eprint = {2006.15221}, timestamp = {Thu, 02 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-15221.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2007-06679, author = {Jeff Calder and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Marta Lewicka}, title = {Lipschitz regularity of graph Laplacians on random data clouds}, journal = {CoRR}, volume = {abs/2007.06679}, year = {2020}, url = {https://arxiv.org/abs/2007.06679}, eprinttype = {arXiv}, eprint = {2007.06679}, timestamp = {Wed, 22 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2007-06679.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2011-10797, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray}, title = {Adversarial Classification: Necessary conditions and geometric flows}, journal = {CoRR}, volume = {abs/2011.10797}, year = {2020}, url = {https://arxiv.org/abs/2011.10797}, eprinttype = {arXiv}, eprint = {2011.10797}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2011-10797.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/entropy/TrillosKS19, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Zachary Kaplan and Daniel Sanz{-}Alonso}, title = {Variational Characterizations of Local Entropy and Heat Regularization in Deep Learning}, journal = {Entropy}, volume = {21}, number = {5}, pages = {511}, year = {2019}, url = {https://doi.org/10.3390/e21050511}, doi = {10.3390/E21050511}, timestamp = {Fri, 25 Dec 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/entropy/TrillosKS19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/TrillosSY19, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Daniel Sanz{-}Alonso and Ruiyi Yang}, title = {Local Regularization of Noisy Point Clouds: Improved Global Geometric Estimates and Data Analysis}, journal = {J. Mach. Learn. Res.}, volume = {20}, pages = {136:1--136:37}, year = {2019}, url = {http://jmlr.org/papers/v20/19-261.html}, timestamp = {Thu, 18 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/TrillosSY19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/simods/Trillos19, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {Variational Limits of k-NN Graph-Based Functionals on Data Clouds}, journal = {{SIAM} J. Math. Data Sci.}, volume = {1}, number = {1}, pages = {93--120}, year = {2019}, url = {https://doi.org/10.1137/18M1188999}, doi = {10.1137/18M1188999}, timestamp = {Tue, 24 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/simods/Trillos19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1901-10082, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Zachary Kaplan and Daniel Sanz{-}Alonso}, title = {Variational Characterizations of Local Entropy and Heat Regularization in Deep Learning}, journal = {CoRR}, volume = {abs/1901.10082}, year = {2019}, url = {http://arxiv.org/abs/1901.10082}, eprinttype = {arXiv}, eprint = {1901.10082}, timestamp = {Mon, 04 Feb 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1901-10082.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1901-10089, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Ryan Murray}, title = {A maximum principle argument for the uniform convergence of graph Laplacian regressors}, journal = {CoRR}, volume = {abs/1901.10089}, year = {2019}, url = {http://arxiv.org/abs/1901.10089}, eprinttype = {arXiv}, eprint = {1901.10089}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1901-10089.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1904-03335, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Daniel Sanz{-}Alonso and Ruiyi Yang}, title = {Local Regularization of Noisy Point Clouds: Improved Global Geometric Estimates and Data Analysis}, journal = {CoRR}, volume = {abs/1904.03335}, year = {2019}, url = {http://arxiv.org/abs/1904.03335}, eprinttype = {arXiv}, eprint = {1904.03335}, timestamp = {Fri, 26 Apr 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1904-03335.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1910-13476, author = {Jeff Calder and Nicol{\'{a}}s Garc{\'{\i}}a Trillos}, title = {Improved spectral convergence rates for graph Laplacians on epsilon-graphs and k-NN graphs}, journal = {CoRR}, volume = {abs/1910.13476}, year = {2019}, url = {http://arxiv.org/abs/1910.13476}, eprinttype = {arXiv}, eprint = {1910.13476}, timestamp = {Thu, 31 Oct 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1910-13476.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/siamma/TrillosS18, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Daniel Sanz{-}Alonso}, title = {Continuum Limits of Posteriors in Graph Bayesian Inverse Problems}, journal = {{SIAM} J. Math. Anal.}, volume = {50}, number = {4}, pages = {4020--4040}, year = {2018}, url = {https://doi.org/10.1137/17M1138005}, doi = {10.1137/17M1138005}, timestamp = {Fri, 03 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/siamma/TrillosS18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/entropy/RamdasTC17, author = {Aaditya Ramdas and Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Marco Cuturi}, title = {On Wasserstein Two-Sample Testing and Related Families of Nonparametric Tests}, journal = {Entropy}, volume = {19}, number = {2}, pages = {47}, year = {2017}, url = {https://doi.org/10.3390/e19020047}, doi = {10.3390/E19020047}, timestamp = {Tue, 14 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/entropy/RamdasTC17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1710-07702, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Zachary Kaplan and Thabo Samakhoana and Daniel Sanz{-}Alonso}, title = {On the Consistency of Graph-based Bayesian Learning and the Scalability of Sampling Algorithms}, journal = {CoRR}, volume = {abs/1710.07702}, year = {2017}, url = {http://arxiv.org/abs/1710.07702}, eprinttype = {arXiv}, eprint = {1710.07702}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1710-07702.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/TrillosSBLB16, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Dejan Slepcev and James H. von Brecht and Thomas Laurent and Xavier Bresson}, title = {Consistency of Cheeger and Ratio Graph Cuts}, journal = {J. Mach. Learn. Res.}, volume = {17}, pages = {181:1--181:46}, year = {2016}, url = {http://jmlr.org/papers/v17/14-490.html}, timestamp = {Wed, 10 Jul 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/TrillosSBLB16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/TrillosS15, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Dejan Slepcev}, title = {A variational approach to the consistency of spectral clustering}, journal = {CoRR}, volume = {abs/1508.01928}, year = {2015}, url = {http://arxiv.org/abs/1508.01928}, eprinttype = {arXiv}, eprint = {1508.01928}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/TrillosS15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/TrillosSB0B14, author = {Nicol{\'{a}}s Garc{\'{\i}}a Trillos and Dejan Slepcev and James H. von Brecht and Thomas Laurent and Xavier Bresson}, title = {Consistency of Cheeger and Ratio Graph Cuts}, journal = {CoRR}, volume = {abs/1411.6590}, year = {2014}, url = {http://arxiv.org/abs/1411.6590}, eprinttype = {arXiv}, eprint = {1411.6590}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/TrillosSB0B14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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