TorchDyn: A Neural Differential Equations Library

TorchDyn: A Neural Differential Equations Library

20 September 2020

Stefano Massaroli

Atsushi Yamashita

Jinkyoo Park

Papers citing "TorchDyn: A Neural Differential Equations Library"

19 / 19 papers shown

Title
High-order expansion of Neural Ordinary Differential Equations flows Dario Izzo Sebastien Origer Giacomo Acciarini F. Biscani AI4CE 29 0 0 02 Apr 2025
TorchDEQ: A Library for Deep Equilibrium Models Zhengyang Geng J. Zico Kolter VLM 52 12 0 28 Oct 2023
On the Benefits of Biophysical Synapses Julian Lemmel Radu Grosu 9 0 0 08 Mar 2023
Deep networks for system identification: a Survey G. Pillonetto Aleksandr Aravkin Daniel Gedon L. Ljung Antônio H. Ribeiro Thomas B. Schon OOD 35 35 0 30 Jan 2023
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing Salah A. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 27 48 0 14 Nov 2022
Self-Similarity Priors: Neural Collages as Differentiable Fractal Representations Michael Poli Winnie Xu Stefano Massaroli Chenlin Meng Kuno Kim Stefano Ermon 37 3 0 15 Apr 2022
Neural Solvers for Fast and Accurate Numerical Optimal Control Federico Berto Stefano Massaroli Michael Poli Jinkyoo Park 14 5 0 13 Mar 2022
A Neural Ordinary Differential Equation Model for Visualizing Deep Neural Network Behaviors in Multi-Parametric MRI based Glioma Segmentation Zhenyu Yang Zongsheng Hu H. Ji Kyle J. Lafata Scott Floyd F. Yin C. Wang 24 14 0 01 Mar 2022
Neural Ordinary Differential Equations for Nonlinear System Identification Aowabin Rahman Ján Drgoňa Aaron Tuor J. Strube 25 22 0 28 Feb 2022
Sparse Flows: Pruning Continuous-depth Models Lucas Liebenwein Ramin Hasani Alexander Amini Daniela Rus 18 16 0 24 Jun 2021
Continuous-Depth Neural Models for Dynamic Graph Prediction Michael Poli Stefano Massaroli Clayton M. Rabideau Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 9 8 0 22 Jun 2021
Differentiable Multiple Shooting Layers Stefano Massaroli Michael Poli Sho Sonoda Taji Suzuki Jinkyoo Park Atsushi Yamashita Hajime Asama AI4CE 11 18 0 07 Jun 2021
Accelerating Neural ODEs Using Model Order Reduction M. Lehtimäki L. Paunonen M. Linne 17 17 0 28 May 2021
Freudian and Newtonian Recurrent Cell for Sequential Recommendation Hoyeop Lee Jinbae Im Chang Ouk Kim Sehee Chung 8 0 0 11 Feb 2021
Optimal Energy Shaping via Neural Approximators Stefano Massaroli Michael Poli Federico Califano Jinkyoo Park Atsushi Yamashita Hajime Asama 11 12 0 14 Jan 2021
Hypersolvers: Toward Fast Continuous-Depth Models Michael Poli Stefano Massaroli Atsushi Yamashita Hajime Asama Jinkyoo Park BDL AI4CE 14 46 0 19 Jul 2020
Stable Neural Flows Stefano Massaroli Michael Poli Michelangelo Bin Jinkyoo Park Atsushi Yamashita Hajime Asama 38 30 0 18 Mar 2020
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 130 422 0 10 Mar 2020
Dissecting Neural ODEs Stefano Massaroli Michael Poli Jinkyoo Park Atsushi Yamashita Hajime Asama 10 198 0 19 Feb 2020