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Yuan Yin
Yuan Yin
Valeo.ai
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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
1972021
Continuous pde dynamics forecasting with implicit neural representations
Y Yin, M Kirchmeyer, JY Franceschi, A Rakotomamonjy, P Gallinari
arXiv preprint arXiv:2209.14855, 2022
792022
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
462017
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
442021
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
432022
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
362023
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
202021
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
172023
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
102024
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
102021
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
92022
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
72023
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
72023
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
62022
Unsupervised inpainting for occluded sea surface temperature sequences
Y Yin, A Pajot, ED Bézenac, P Gallinari
Clim. Inform, 2019
62019
PPT: Pre-Training with Pseudo-Labeled Trajectories for Motion Forecasting
Y Xu, Y Yin, TH Vu, A Boulch, É Zablocki, M Cord
arXiv preprint arXiv:2412.06491, 2024
12024
Physics-Aware Deep Learning and Dynamical Systems: Hybrid Modeling and Generalization
Y Yin
Sorbonne Université, 2023
12023
Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning
A Kassaï Koupaï, J Mifsut Benet, Y Yin, JN Vittaut, P Gallinari
Advances in Neural Information Processing Systems 37, 70659-70692, 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
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