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2020 – today
- 2025
[c5]Eliott Pradeleix, Rémy Hosseinkhan-Boucher, Alena Shilova, Onofrio Semeraro, Lionel Mathelin:
Learning non-Markovian Dynamical Systems with Signature-based Encoders. ML-DE 2025: 1-25- [c4]Riccardo Margheritti
, Onofrio Semeraro, Maurizio Quadrio, Giacomo Boracchi:
Physics-Based Region Clustering to Boost Inference on Computational Fluid Dynamics Flow Fields. ECML/PKDD (10) 2025: 3-20 - [i8]Rémy Hosseinkhan Boucher, Onofrio Semeraro, Lionel Mathelin:
Evidence on the Regularisation Properties of Maximum-Entropy Reinforcement Learning. CoRR abs/2501.17115 (2025) - [i7]Rémy Hosseinkhan-Boucher, Onofrio Semeraro, Lionel Mathelin:
Increasing Information for Model Predictive Control with Semi-Markov Decision Processes. CoRR abs/2501.17256 (2025) - [i6]Eliott Pradeleix, Rémy Hosseinkhan-Boucher, Alena Shilova, Onofrio Semeraro, Lionel Mathelin:
Learning non-Markovian Dynamical Systems with Signature-based Encoders. CoRR abs/2509.12022 (2025) - 2024
- [c3]Rémy Hosseinkhan Boucher, Stella Douka, Onofrio Semeraro, Lionel Mathelin:
Increasing information for model predictive control with semi-Markov decision processes. L4DC 2024: 1400-1414 - [c2]Thibault Monsel, Onofrio Semeraro, Lionel Mathelin, Guillaume Charpiat:
Time and State Dependent Neural Delay Differential Equations. ML-DE 2024: 1-20 - [c1]Rémy Hosseinkhan Boucher, Onofrio Semeraro, Lionel Mathelin:
Evidence on the Regularisation Properties of Maximum-Entropy Reinforcement Learning. OLA 2024: 123-139 - [i5]Thibault Monsel, Emmanuel Menier, Onofrio Semeraro, Lionel Mathelin, Guillaume Charpiat:
Neural DDEs with Learnable Delays for Partially Observed Dynamical Systems. CoRR abs/2410.02843 (2024) - [i4]Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro:
Graph Neural Networks and Differential Equations: A hybrid approach for data assimilation of fluid flows. CoRR abs/2411.09476 (2024) - 2023
- [i3]Thibault Monsel, Onofrio Semeraro, Lionel Mathelin, Guillaume Charpiat:
Neural State-Dependent Delay Differential Equations. CoRR abs/2306.14545 (2023) - [i2]Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro:
Enhancing Data-Assimilation in CFD using Graph Neural Networks. CoRR abs/2311.18027 (2023) - 2021
- [i1]Alessandro Bucci, Onofrio Semeraro, Alexandre Allauzen, Sergio Chibbaro, Lionel Mathelin:
Leveraging the structure of dynamical systems for data-driven modeling. CoRR abs/2112.08458 (2021)
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