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Equinox: neural networks in JAX via callable PyTrees and filtered
  transformations

Equinox: neural networks in JAX via callable PyTrees and filtered transformations

30 October 2021
Patrick Kidger
Cristian Garcia
ArXiv (abs)PDFHTMLGithub (2366★)

Papers citing "Equinox: neural networks in JAX via callable PyTrees and filtered transformations"

23 / 23 papers shown
Title
Weight-Space Linear Recurrent Neural Networks
Weight-Space Linear Recurrent Neural Networks
Roussel Desmond Nzoyem
Nawid Keshtmand
Idriss Tsayem
David A.W. Barton
Tom Deakin
46
0
0
01 Jun 2025
FlowQ: Energy-Guided Flow Policies for Offline Reinforcement Learning
FlowQ: Energy-Guided Flow Policies for Offline Reinforcement Learning
Marvin Alles
Nutan Chen
Patrick van der Smagt
Botond Cseke
111
0
0
20 May 2025
Uncertainty quantification of neural network models of evolving processes via Langevin sampling
Uncertainty quantification of neural network models of evolving processes via Langevin sampling
Cosmin Safta
Reese E. Jones
Ravi G. Patel
Raelynn Wonnacot
Dan S. Bolintineanu
Craig M. Hamel
S. Kramer
BDL
128
0
0
21 Apr 2025
Modelling Mean-Field Games with Neural Ordinary Differential Equations
Modelling Mean-Field Games with Neural Ordinary Differential Equations
Anna C. M. Thöni
Yoram Bachrach
Tal Kachman
113
0
0
17 Apr 2025
Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning
Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning
Anh Tong
Thanh Nguyen-Tang
Dongeun Lee
Duc Nguyen
Toan M. Tran
David Hall
Cheongwoong Kang
Jaesik Choi
152
1
0
03 Mar 2025
Benchmarking Predictive Coding Networks -- Made Simple
Benchmarking Predictive Coding Networks -- Made Simple
Luca Pinchetti
Chang Qi
Oleh Lokshyn
Gaspard Olivers
Cornelius Emde
...
Simon Frieder
Bayar I. Menzat
Rafal Bogacz
Thomas Lukasiewicz
Tommaso Salvatori
206
7
0
17 Feb 2025
Per-channel autoregressive linear prediction padding in tiled CNN processing of 2D spatial data
Per-channel autoregressive linear prediction padding in tiled CNN processing of 2D spatial data
Olli Niemitalo
Otto Rosenberg
Nathaniel Narra
Olli Koskela
Iivari Kunttu
100
0
0
17 Feb 2025
Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts
Roussel Desmond Nzoyem
Grant Stevens
Amarpal Sahota
David A.W. Barton
Tom Deakin
184
3
0
07 Feb 2025
Optimizing Automatic Differentiation with Deep Reinforcement Learning
Optimizing Automatic Differentiation with Deep Reinforcement Learning
Jamie Lohoff
Emre Neftci
205
2
0
28 Jan 2025
Learning state and proposal dynamics in state-space models using differentiable particle filters and neural networks
Learning state and proposal dynamics in state-space models using differentiable particle filters and neural networks
Benjamin Cox
Santiago Segarra
Victor Elvira
160
0
0
23 Nov 2024
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning
Marvin Alles
Philip Becker-Ehmck
Patrick van der Smagt
Maximilian Karl
OffRL
124
1
0
07 Nov 2024
Physics-informed neural networks viewpoint for solving the Dyson-Schwinger equations of quantum electrodynamics
Physics-informed neural networks viewpoint for solving the Dyson-Schwinger equations of quantum electrodynamics
Rodrigo Carmo Terin
PINN
91
1
0
04 Nov 2024
EconoJax: A Fast & Scalable Economic Simulation in Jax
EconoJax: A Fast & Scalable Economic Simulation in Jax
Koen Ponse
Aske Plaat
Niki van Stein
Thomas M. Moerland
97
1
0
29 Oct 2024
DeepOSets: Non-Autoregressive In-Context Learning of Supervised Learning Operators
DeepOSets: Non-Autoregressive In-Context Learning of Supervised Learning Operators
Shao-Ting Chiu
Junyuan Hong
Ulisses Braga-Neto
BDL
71
1
0
11 Oct 2024
Automatic debiasing of neural networks via moment-constrained learning
Automatic debiasing of neural networks via moment-constrained learning
Christian L. Hines
Oliver J. Hines
CMLOOD
160
0
0
29 Sep 2024
Neural Differential Appearance Equations
Neural Differential Appearance Equations
Chen Liu
Tobias Ritschel
93
0
0
23 Sep 2024
Inverse decision-making using neural amortized Bayesian actors
Inverse decision-making using neural amortized Bayesian actors
Dominik Straub
Tobias F. Niehues
Jan Peters
Constantin Rothkopf
197
1
0
04 Sep 2024
SoftCVI: Contrastive variational inference with self-generated soft labels
SoftCVI: Contrastive variational inference with self-generated soft labels
Daniel Ward
Mark Beaumont
Matteo Fasiolo
BDL
246
1
0
22 Jul 2024
Engineering morphogenesis of cell clusters with differentiable programming
Engineering morphogenesis of cell clusters with differentiable programming
Ramya Deshpande
Francesco Mottes
Ariana-Dalia Vlad
Michael P. Brenner
Alma dal Co
AI4CE
66
1
0
08 Jul 2024
ConDiff: A Challenging Dataset for Neural Solvers of Partial Differential Equations
ConDiff: A Challenging Dataset for Neural Solvers of Partial Differential Equations
Vladislav Trifonov
Alexander Rudikov
Oleg Iliev
Ivan Oseledets
Ekaterina Muravleva
Ekaterina Muravleva
DiffMAI4CE
71
0
0
07 Jun 2024
Learning from Linear Algebra: A Graph Neural Network Approach to Preconditioner Design for Conjugate Gradient Solvers
Learning from Linear Algebra: A Graph Neural Network Approach to Preconditioner Design for Conjugate Gradient Solvers
Vladislav Trifonov
Alexander Rudikov
Oleg Iliev
Ivan Oseledets
Ekaterina Muravleva
Ekaterina Muravleva
88
4
0
24 May 2024
Gradient-Free Score-Based Sampling Methods with Ensembles
Gradient-Free Score-Based Sampling Methods with Ensembles
T. Bischoff
B. Riel
72
1
0
31 Jan 2024
Enhancing Low-Order Discontinuous Galerkin Methods with Neural Ordinary Differential Equations for Compressible Navier--Stokes Equations
Enhancing Low-Order Discontinuous Galerkin Methods with Neural Ordinary Differential Equations for Compressible Navier--Stokes Equations
Shinhoo Kang
Emil M. Constantinescu
AI4CE
106
0
0
29 Oct 2023
1