Articles by Stefano Massaroli

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STAR: Synthesis of Tailored Architectures

26 November 2024 by Armin Thomas and others

Machine Learning, Artificial Intelligence

Mechanistic Design and Scaling of Hybrid Architectures

19 August 2024 by Michael Poli and others

Machine Learning

State-Free Inference of State-Space Models: The Transfer Function Approach

2 June 2024 by Rom Parnichkun and others

Machine Learning, Systems and Control

HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution

14 November 2023 by Eric Nguyen and others at

Université de Montréal

Machine Learning, Genomics

Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions

28 October 2023 by Stefano Massaroli and others at

Université de Montréal

Machine Learning, Artificial Intelligence

Learning Efficient Surrogate Dynamic Models with Graph Spline Networks

25 October 2023 by Chuanbo Hua and others

Numerical Analysis, Machine Learning

Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context

23 October 2023 by Oussama Boussif and others

Machine Learning

Ideal Abstractions for Decision-Focused Learning

29 March 2023 by Michael Poli and others

Machine Learning, Artificial Intelligence

Hyena Hierarchy: Towards Larger Convolutional Language Models

6 March 2023 by Michael Poli and others

Machine Learning, Computation and Language

Deep Latent State Space Models for Time-Series Generation

23 January 2023 by Linqi Zhou and others

Machine Learning, Artificial Intelligence

Transform Once: Efficient Operator Learning in Frequency Domain

26 November 2022 by Michael Poli and others

Machine Learning, Artificial Intelligence

15 April 2022 by Michael Poli and others

Machine Learning, Artificial Intelligence

Neural Solvers for Fast and Accurate Numerical Optimal Control

13 March 2022 by Federico Berto and others

Optimization and Control, Machine Learning

Continuous-Depth Neural Models for Dynamic Graph Prediction

22 June 2021 by Michael Poli and others

Machine Learning, Artificial Intelligence

Neural Hybrid Automata: Learning Dynamics with Multiple Modes and Stochastic Transitions

8 June 2021 by Michael Poli and others

Machine Learning, Neural and Evolutionary Computing

Differentiable Multiple Shooting Layers

7 June 2021 by Stefano Massaroli and others at

University of Tokyo

Machine Learning, Dynamical Systems

Learning Stochastic Optimal Policies via Gradient Descent

7 June 2021 by Stefano Massaroli and others

Machine Learning, Artificial Intelligence

Optimal Energy Shaping via Neural Approximators

14 January 2021 by Stefano Massaroli and others

Systems and Control, Artificial Intelligence

Hypersolvers: Toward Fast Continuous-Depth Models

29 December 2020 by Michael Poli and others

Machine Learning, Numerical Analysis

Neural Ordinary Differential Equations for Intervention Modeling

16 October 2020 by Daehoon Gwak and others

Machine Learning, Neural and Evolutionary Computing

TorchDyn: A Neural Differential Equations Library

20 September 2020 by Michael Poli and others

Machine Learning, Neural and Evolutionary Computing

Stable Neural Flows

18 March 2020 by Stefano Massaroli and others

Machine Learning, Optimization and Control

Dissecting Neural ODEs

16 March 2020 by Stefano Massaroli and others

Machine Learning, Neural and Evolutionary Computing

Graph Neural Ordinary Differential Equations

15 February 2020 by Michael Poli and others

Machine Learning, Artificial Intelligence

Port-Hamiltonian Approach to Neural Network Training

6 September 2019 by Stefano Massaroli and others

Neural and Evolutionary Computing, Machine Learning

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Machine Learning Systems and Control Artificial Intelligence Neural and Evolutionary Computing Numerical Analysis Optimization and Control Dynamical Systems Genomics Signal Processing Computation and Language Computer Vision and Pattern Recognition