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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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