Augusto Chantada

Publications

1. Bachar, Luca Gomez; Chantada, Augusto T.; Landau, Susana J.; Scóccola, Claudia G.; Protopapas, Pavlos. Evolution of linear matter perturbations with error-bounded bundle physics-informed neural networks. Phys.Rev.D 112 (2025) 063515 (2025).

   InspireHEPORCIDPublished

   arXiv:2508.08443DOI:10.1103/8mpc-8wmc

2. Chantada, Augusto T.; Protopapas, Pavlos; Bachar, Luca Gomez; Landau, Susana J.; Scóccola, Claudia G.. Exact and approximate error bounds for physics-informed neural networks. Preprint (2024).

   InspireHEPORCIDPreprint

   arXiv:2411.13848

3. Chantada, Augusto T.; Landau, Susana J.; Protopapas, Pavlos; Scóccola, Claudia G.; Garraffo, Cecilia. Faster Bayesian inference with neural network bundles and new results for <math display="inline"><mi>f</mi><mo stretchy="false">(</mo><mi>R</mi><mo stretchy="false">)</mo></math> models. Phys.Rev.D 109 (2024) 123514 (2024).

   InspireHEPORCIDPublished

   arXiv:2311.15955DOI:10.1103/PhysRevD.109.123514

4. Augusto T. Chantada; Pavlos Protopapas; Luca Gomez Bachar; Susana J. Landau; Claudia G. Scóccola. Exact and approximate error bounds for physics-informed neural networks. Machine Learning and the Physical Sciences Workshop at the 38th conference on Neural Information Processing Systems (NeurIPS) 2024 (2024).

   ORCIDPublished

   DOI:10.48550/ARXIV.2411.13848

5. Chantada, Augusto T.; Landau, Susana J.; Protopapas, Pavlos; Scóccola, Claudia G.; Garraffo, Cecilia. Cosmology-informed neural networks to solve the background dynamics of the Universe. Phys.Rev.D 107 (2023) 063523 (2023).

   InspireHEPORCIDPublished

   arXiv:2205.02945DOI:10.1103/PhysRevD.107.063523