Augmenting physical models with deep networks for complex dynamics forecasting Y Yin, V Le Guen, J Dona, E de Bézenac, I Ayed, N Thome, P Gallinari Journal of Statistical Mechanics: Theory and Experiment 2021 (12), 124012, 2021 | 179 | 2021 |
Continuous pde dynamics forecasting with implicit neural representations Y Yin, M Kirchmeyer, JY Franceschi, A Rakotomamonjy, P Gallinari arXiv preprint arXiv:2209.14855, 2022 | 52 | 2022 |
Local feature approach to dorsal hand vein recognition by centroid-based circular key-point grid and fine-grained matching D Huang, R Zhang, Y Yin, Y Wang, Y Wang Image and Vision Computing 58, 266-277, 2017 | 46 | 2017 |
Generalizing to new physical systems via context-informed dynamics model M Kirchmeyer, Y Yin, J Donà, N Baskiotis, A Rakotomamonjy, P Gallinari International Conference on Machine Learning, 11283-11301, 2022 | 38 | 2022 |
LEADS: Learning dynamical systems that generalize across environments Y Yin, I Ayed, E de Bézenac, N Baskiotis, P Gallinari Advances in Neural Information Processing Systems 34, 7561-7573, 2021 | 34 | 2021 |
Operator learning with neural fields: Tackling pdes on general geometries L Serrano, L Le Boudec, A Kassaï Koupaï, TX Wang, Y Yin, JN Vittaut, ... Advances in Neural Information Processing Systems 36, 70581-70611, 2023 | 23 | 2023 |
Exemplars and counterexemplars explanations for image classifiers, targeting skin lesion labeling C Metta, R Guidotti, Y Yin, P Gallinari, S Rinzivillo 2021 IEEE Symposium on Computers and Communications (ISCC), 1-7, 2021 | 15 | 2021 |
Improving trust and confidence in medical skin lesion diagnosis through explainable deep learning C Metta, A Beretta, R Guidotti, Y Yin, P Gallinari, S Rinzivillo, F Giannotti International Journal of Data Science and Analytics, 1-13, 2023 | 12 | 2023 |
Explainable deep image classifiers for skin lesion diagnosis C Metta, A Beretta, R Guidotti, Y Yin, P Gallinari, S Rinzivillo, F Giannotti arXiv preprint arXiv:2111.11863, 2021 | 11 | 2021 |
Multi-scale physical representations for approximating pde solutions with graph neural operators L Migus, Y Yin, JA Mazari, P Gallinari Topological, Algebraic and Geometric Learning Workshops 2022, 332-340, 2022 | 7 | 2022 |
Advancing Dermatological Diagnostics: Interpretable AI for Enhanced Skin Lesion Classification C Metta, A Beretta, R Guidotti, Y Yin, P Gallinari, S Rinzivillo, F Giannotti Diagnostics 14 (7), 753, 2024 | 5 | 2024 |
Infinity: Neural field modeling for reynolds-averaged navier-stokes equations L Serrano, L Migus, Y Yin, JA Mazari, P Gallinari arXiv preprint arXiv:2307.13538, 2023 | 5 | 2023 |
Exemplars and counterexemplars explanations for skin lesion classifiers C Metta, R Guidotti, Y Yin, P Gallinari, S Rinzivillo HHAI2022: Augmenting Human Intellect, 258-260, 2022 | 5 | 2022 |
Unsupervised inpainting for occluded sea surface temperature sequences Y Yin, A Pajot, P Gallinari, E de Bézenac Clim. Inform, 2019 | 5 | 2019 |
Time series continuous modeling for imputation and forecasting with implicit neural representations EL Naour, L Serrano, L Migus, Y Yin, G Agoua, N Baskiotis, P Gallinari, ... arXiv preprint arXiv:2306.05880, 2023 | 4 | 2023 |
Physics-Aware Deep Learning and Dynamical Systems: Hybrid Modeling and Generalization Y Yin Sorbonne Université, 2023 | 1 | 2023 |
GEPS: Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning AK Koupaï, JM Benet, Y Yin, JN Vittaut, P Gallinari arXiv preprint arXiv:2410.23889, 2024 | | 2024 |
Learning a Neural Solver for Parametric PDE to Enhance Physics-Informed Methods LL Boudec, E De Bézenac, L Serrano, RD Regueiro-Espino, Y Yin, ... arXiv preprint arXiv:2410.06820, 2024 | | 2024 |
GEPS: Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning A Kassaï Koupaï, J Misfut Benet, Y Yin, JN Vittaut, P Gallinari arXiv e-prints, arXiv: 2410.23889, 2024 | | 2024 |
ReGentS: Real-World Safety-Critical Driving Scenario Generation Made Stable Y Yin, P Khayatan, É Zablocki, A Boulch, M Cord arXiv preprint arXiv:2409.07830, 2024 | | 2024 |