Davydov, Alexander

5 publications

NeurIPS 2024 Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees Sean Jaffe, Alexander Davydov, Deniz Lapsekili, Ambuj K. Singh, Francesco Bullo

JMLR 2024 Non-Euclidean Monotone Operator Theory and Applications Alexander Davydov, Saber Jafarpour, Anton V. Proskurnikov, Francesco Bullo

NeurIPSW 2023 Retrieving $k$-Nearest Memories with Modern Hopfield Networks Alexander Davydov, Sean Jaffe, Ambuj Singh, Francesco Bullo

L4DC 2022 Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach Saber Jafarpour, Matthew Abate, Alexander Davydov, Francesco Bullo, Samuel Coogan

NeurIPS 2021 Robust Implicit Networks via Non-Euclidean Contractions Saber Jafarpour, Alexander Davydov, Anton Proskurnikov, Francesco Bullo