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Anastasis Kratsios
Title
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Cited by
Year
The Universal Approximation Property
A Kratsios
Annals of Mathematics and Artificial Intelligence, 2021
83*2021
Non-Euclidean Universal Approximation
A Kratsios, E Bilokopytov
Advances in Neural Information Processing Systems 33, 10635--10646, 2020
482020
Neu: A Meta-Algorithm for Universal UAP-Invariant Feature Representation
A Kratsios, C Hyndman
The Journal of Machine Learning Research 22 (1), 4102-4152, 2021
232021
Universal Approximation Theorems for Differentiable Geometric Deep Learning
A Kratsios, L Papon
Journal of Machine Learning Research 23 (196), 1-73, 2022
17*2022
Deep Arbitrage-Free Learning in a Generalized HJM Framework via Arbitrage-Regularization
CH Anastasis Kratsios
Risks 2020 8 (2), 40, 2020
17*2020
Designing Universal Causal Deep Learning Models: The Geometric (Hyper) Transformer
B Acciaio, A Kratsios, G Pammer
Mathematical Finance, 2023
14*2023
Universal Approximation Under Constraints is Possible with Transformers
A Kratsios, B Zamanlooy, I Dokmanić, T Liu
International Conference on Learning Representations (ICLR) 10, 2022
132022
Denise: Deep Robust Principal Component Analysis for Positive Semidefinite Matrices
JT C Herrera, F Krach, A Kratsios, P Ruyssen
Transactions on Machine Learning Research (TMLR), 2023
8*2023
Learning Sub-Patterns in Piece-Wise Continuous Functions
A Kratsios, B Zamanlooy
Neurocomputing 480 (10.1016/j.neucom.2022.01), 192-211, 2022
82022
Do ReLU Networks Have An Edge When Approximating Compactly-Supported Functions?
A Kratsios, B Zamanlooy
Transactions on Machine Learning Research 1 (1), 1-21, 2022
5*2022
Small Transformers Compute Universal Metric Embeddings
ID A Kratsios, V Debarnot
Journal of Machine Learning Research (JMLR), 2023
3*2023
Designing Universal Causal Deep Learning Models: The Case of Infinite-Dimensional Dynamical Systems from Stochastic Analysis
L Galimberti, G Livieri, A Kratsios
arXiv preprint arXiv:2210.13300, 2022
32022
The entropic measure transform
R Wang, C Hyndman, A Kratsios
The Canadian Journal of Statistics 48, 97-129, 2020
32020
Universal Regular Conditional Distributions via Probabilistic Transformers
A Kratsios
Constructive Approximation, 1-68, 2023
22023
Instance-Dependent Generalization Bounds via Optimal Transport
S Hou, P Kassraie, A Kratsios, J Rothfuss, A Krause
arXiv preprint arXiv:2211.01258, 2022
12022
Optimizing Optimizers: Regret-optimal gradient descent algorithms
P Casgrain, A Kratsios
Conference on Learning Theory (COLT) 34, 2021
12021
A Transfer Principle: Universal Approximators Between Metric Spaces From Euclidean Universal Approximators
A Kratsios, C Liu, M Lassas, MV de Hoop, I Dokmanić
arXiv preprint arXiv:2304.12231, 2023
2023
Generative Ornstein-Uhlenbeck Markets via Geometric Deep Learning
A Kratsios, C Hyndman
Geometric Science of Information (23), 2023
2023
SinkGAT: Doubly-Stochastic Graph Attention
T Liu, C Shi, A Kratsios, I Dokmanic
SLowDNN (Workshop on Seeking Low‑Dimensionality in Deep Neural Networks) 3, 2022
2022
Lower-Estimates on the Hochschild (Co)Homological Dimension of Commutative Algebras and Applications to Smooth Affine Schemes and Quasi-Free Algebras
A Kratsios
New Trends in Algebraic Geometry and Its Applications 9, 119, 2021
2021
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Articles 1–20