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diffeqml-research

This repository contains code released by DiffEqML Research.

All source files in this repository are released under the Apache 2.0 license, which can be found in the LICENSE file.

Publications with code shared in diffeqml-research:

Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park; Neural Solvers for Fast and Accurate Numerical Optimal Control; International Conference on Learning Representations (ICLR 2022)

Michael Poli*, Stefano Massaroli*, Luca Scimeca, Seong Joon Oh, Sanghyuk Chun, Atsushi Yamashita, Hajime Asama, Jinkyoo Park, Animesh Garg; Neural Hybrid Automata: Learning Dynamics with Multiple Modes and Stochastic Transitions; Advances in Neural Information Processing Systems 34 (NeurIPS 2021)

Stefano Massaroli*, Michael Poli*, Sho Sonoda, Taiji Suzuki, Jinkyoo Park, Atsushi Yamashita, Hajime Asama; Differentiable Multiple Shooting Layers; Advances in Neural Information Processing Systems 34 (NeurIPS 2021)

Stefano Massaroli*, Michael Poli*, Jinkyoo Park, Atsushi Yamashita, Hajime Asama; Dissecting Neural ODEs; Advances in Neural Information Processing Systems 33 (NeurIPS 2020)

Michael Poli*, Stefano Massaroli*, Atsushi Yamashita, Hajime Asama, Jinkyoo Park; Hypersolvers: Towards Fast Continuous-Depth Models; Advances in Neural Information Processing Systems 33 (NeurIPS 2020)