Enea Monzio Compagnoni

According to our database, Enea Monzio Compagnoni authored at least 7 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

On the Interaction of Noise, Compression Role, and Adaptivity under (L₀, L₁)-Smoothness: An SDE-based Approach.

Enea Monzio Compagnoni, Rustem Islamov, Antonio Orvieto, Eduard Gorbunov

CoRR, June, 2025

Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise.

Enea Monzio Compagnoni, Tianlin Liu, Rustem Islamov, Frank Norbert Proske, Antonio Orvieto, Aurélien Lucchi

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Unbiased and Sign Compression in Distributed Learning: Comparing Noise Resilience via SDEs.

Enea Monzio Compagnoni, Rustem Islamov, Frank Norbert Proske, Aurélien Lucchi

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

SDEs for Minimax Optimization.

Enea Monzio Compagnoni, Antonio Orvieto, Hans Kersting, Frank Proske, Aurélien Lucchi

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

On the effectiveness of Randomized Signatures as Reservoir for Learning Rough Dynamics.

Enea Monzio Compagnoni, Anna Scampicchio, Luca Biggio, Antonio Orvieto, Thomas Hofmann, Josef Teichmann

Proceedings of the International Joint Conference on Neural Networks, 2023

An SDE for Modeling SAM: Theory and Insights.

Enea Monzio Compagnoni, Luca Biggio, Antonio Orvieto, Frank Norbert Proske, Hans Kersting, Aurélien Lucchi

Proceedings of the International Conference on Machine Learning, 2023

2022

Randomized Signature Layers for Signal Extraction in Time Series Data.

Enea Monzio Compagnoni, Luca Biggio, Antonio Orvieto, Thomas Hofmann, Josef Teichmann

CoRR, 2022