Estimating Full Lipschitz Constants of Deep Neural Networks. - Calypso Herrera; Florian Krach; Josef Teichmann (CoRR, 2020)

Denise: Deep Learning based Robust PCA for Positive Semidefinite Matrices. - Calypso Herrera; Florian Krach; Josef Teichmann (CoRR, 2020)

Theoretical Guarantees for Learning Conditional Expectation using Controlled ODE-RNN. - Calypso Herrera; Florian Krach; Josef Teichmann (CoRR, 2020)

Neural Jump Ordinary Differential Equations: Consistent Continuous-Time Prediction and Filtering. - Calypso Herrera; Florian Krach; Josef Teichmann (ICLR, 2021)

Optimal Stopping via Randomized Neural Networks. - Calypso Herrera; Florian Krach; Pierre Ruyssen; Josef Teichmann (CoRR, 2021)

Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs. - Florian Krach; Marc Nübel; Josef Teichmann (CoRR, 2022)

Regret-Optimal Federated Transfer Learning for Kernel Regression with Applications in American Option Pricing. - Xuwei Yang; Anastasis Kratsios; Florian Krach; Matheus R. Grasselli; Aurélien Lucchi (CoRR, 2023)

Denise: Deep Robust Principal Component Analysis for Positive Semidefinite Matrices. - Calypso Herrera; Florian Krach; Anastasis Kratsios; Pierre Ruyssen; Josef Teichmann (Trans. Mach. Learn. Res., 2023)

Robust Utility Optimization via a GAN Approach. - Florian Krach; Josef Teichmann; Hanna Wutte (CoRR, 2024)

Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models. - Raeid Saqur; Anastasis Kratsios; Florian Krach; Yannick Limmer; Jacob-Junqi Tian; John Willes; Blanka Horvath; Frank Rudzicz (CoRR, 2024)

Learning Chaotic Systems and Long-Term Predictions with Neural Jump ODEs. - Florian Krach; Josef Teichmann (CoRR, 2024)

Nonparametric Filtering, Estimation and Classification using Neural Jump ODEs. - Jakob Heiss; Florian Krach; Thorsten Schmidt; Félix B. Tambe-Ndonfack (CoRR, 2024)

Extending Path-Dependent NJ-ODEs to Noisy Observations and a Dependent Observation Framework. - William Andersson; Jakob Heiss; Florian Krach; Josef Teichmann (Trans. Mach. Learn. Res., 2024)

Filtered not Mixed: Filtering-Based Online Gating for Mixture of Large Language Models. - Raeid Saqur; Anastasis Kratsios; Florian Krach; Yannick Limmer; Blanka Horvath; Frank Rudzicz (ICLR, 2025)