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Neural Ordinary Differential Equations
v1v2v3v4v5 (latest)

Neural Ordinary Differential Equations

19 June 2018
T. Chen
Yulia Rubanova
J. Bettencourt
David Duvenaud
    AI4CE
ArXiv (abs)PDFHTML

Papers citing "Neural Ordinary Differential Equations"

50 / 3,220 papers shown
Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification
Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification
Chenhao Dang
Jing Ma
AAML
149
0
0
11 Nov 2025
Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications
Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications
Hai-Long Qin
Jincheng Dai
Guo Lu
Shuo Shao
Sixian Wang
Tongda Xu
Wenjun Zhang
Ping Zhang
Khaled B. Letaief
DiffMVLM
429
0
0
11 Nov 2025
Pixel-level Quality Assessment for Oriented Object Detection
Pixel-level Quality Assessment for Oriented Object Detection
Yunhui Zhu
Buliao Huang
ObjD
462
0
0
11 Nov 2025
From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback
From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback
Xinyu Wang
Jinxiao Du
Yiyang Peng
Wei Ma
143
0
0
11 Nov 2025
Physically-Grounded Goal Imagination: Physics-Informed Variational Autoencoder for Self-Supervised Reinforcement Learning
Physically-Grounded Goal Imagination: Physics-Informed Variational Autoencoder for Self-Supervised Reinforcement Learning
Lan Thi Ha Nguyen
Kien Ton Manh
Anh Do Duc
Nam Pham Hai
DRLSSLAI4CE
535
0
0
10 Nov 2025
Image Restoration via Primal Dual Hybrid Gradient and Flow Generative Model
Image Restoration via Primal Dual Hybrid Gradient and Flow Generative Model
Ji Li
Chao Wang
106
0
0
10 Nov 2025
Kolmogorov-Arnold Chemical Reaction Neural Networks for learning pressure-dependent kinetic rate laws
Kolmogorov-Arnold Chemical Reaction Neural Networks for learning pressure-dependent kinetic rate laws
Benjamin C. Koenig
Sili Deng
98
1
0
10 Nov 2025
A Weak Penalty Neural ODE for Learning Chaotic Dynamics from Noisy Time Series
A Weak Penalty Neural ODE for Learning Chaotic Dynamics from Noisy Time Series
Xuyang Li
John Harlim
Romit Maulik
R. Maulik
AI4TS
339
0
0
10 Nov 2025
Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees
Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees
Mohammad Shirzadi
Ali Safarpoor Dehkordi
Ahad N. Zehmakan
121
0
0
10 Nov 2025
Learning solutions of parameterized stiff ODEs using Gaussian processes
Learning solutions of parameterized stiff ODEs using Gaussian processes
Idoia Cortes Garcia
Peter Förster
W. Schilders
Sebastian Schöps
78
0
0
08 Nov 2025
Towards Frequency-Adaptive Learning for SAR Despeckling
Towards Frequency-Adaptive Learning for SAR Despeckling
Ziqing Ma
Chang Yang
Zhichang Guo
Yao Li
93
0
0
08 Nov 2025
Latent Refinement via Flow Matching for Training-free Linear Inverse Problem Solving
Latent Refinement via Flow Matching for Training-free Linear Inverse Problem Solving
Hossein Askari
Yadan Luo
Hongfu Sun
Fred Roosta
187
0
0
08 Nov 2025
Physics-Informed Design of Input Convex Neural Networks for Consistency Optimal Transport Flow Matching
Physics-Informed Design of Input Convex Neural Networks for Consistency Optimal Transport Flow Matching
Fanghui Song
Zhongjian Wang
Jiebao Sun
113
0
0
08 Nov 2025
ITPP: Learning Disentangled Event Dynamics in Marked Temporal Point Processes
ITPP: Learning Disentangled Event Dynamics in Marked Temporal Point Processes
Wang-Tao Zhou
Zhao Kang
Ke Yan
Ling Tian
AI4TS
99
0
0
08 Nov 2025
On Flow Matching KL Divergence
On Flow Matching KL Divergence
Maojiang Su
Jerry Yao-Chieh Hu
Sophia Pi
Han Liu
342
0
0
07 Nov 2025
Zero-Shot Function Encoder-Based Differentiable Predictive Control
Zero-Shot Function Encoder-Based Differentiable Predictive Control
Hassan Iqbal
Xingjian Li
Tyler Ingebrand
Adam J. Thorpe
Krishna Kumar
Ufuk Topcu
Ján Drgoňa
146
0
0
07 Nov 2025
SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction
SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction
Z. L. Jiang
Wei Wang
Gaowei Zhang
Y. Wang
AI4Cl
309
0
0
07 Nov 2025
Learning Dynamics from Input-Output Data with Hamiltonian Gaussian Processes
Learning Dynamics from Input-Output Data with Hamiltonian Gaussian Processes
Jan-Hendrik Ewering
Robin E. Herrmann
Niklas Wahlström
Thomas B. Schon
Thomas Seel
117
0
0
07 Nov 2025
Perceptually Aligning Representations of Music via Noise-Augmented Autoencoders
Perceptually Aligning Representations of Music via Noise-Augmented Autoencoders
Mathias Rose Bjare
Giorgia Cantisani
Marco Pasini
Stefan Lattner
Gerhard Widmer
DiffM
364
0
0
07 Nov 2025
Conditional Neural ODE for Longitudinal Parkinson's Disease Progression Forecasting
Conditional Neural ODE for Longitudinal Parkinson's Disease Progression Forecasting
Xiaoda Wang
Yuji Zhao
Kaiqiao Han
Xiao Luo
S. V. Rooij
...
Lifang He
Liang Zhan
Tony Nowatzki
Wei Wang
Carl Yang
107
2
0
06 Nov 2025
Learning Paths for Dynamic Measure Transport: A Control Perspective
Learning Paths for Dynamic Measure Transport: A Control Perspective
A. Maurais
Bamdad Hosseini
Youssef Marzouk
99
0
0
05 Nov 2025
Forecasting Future Anatomies: Longitudinal Brain Mri-to-Mri Prediction
Forecasting Future Anatomies: Longitudinal Brain Mri-to-Mri Prediction
Ali Farki
Elaheh Moradi
Deepika Koundal
Jussi Tohka
MedIm
186
0
0
04 Nov 2025
Split-Flows: Measure Transport and Information Loss Across Molecular Resolutions
Split-Flows: Measure Transport and Information Loss Across Molecular Resolutions
Sander Hummerich
Tristan Bereau
Ullrich Kothe
93
1
0
03 Nov 2025
RefVTON: person-to-person Try on with Additional Unpaired Visual Reference
RefVTON: person-to-person Try on with Additional Unpaired Visual Reference
Liuzhuozheng Li
Yue Gong
Shanyuan Liu
Bo Cheng
Yuhang Ma
Liebucha Wu
Dengyang Jiang
Zanyi Wang
Dawei Leng
Yuhui Yin
370
0
0
02 Nov 2025
Sensitivity Analysis for Climate Science with Generative Flow Models
Sensitivity Analysis for Climate Science with Generative Flow Models
Alex Dobra
Jakiw Pidstrigach
Tim Reichelt
P. Fraccaro
Johannes Jakubik
A. Jones
Christian Schroeder de Witt
Philip Stier
Philip Torr
376
0
0
01 Nov 2025
Improving Robustness to Out-of-Distribution States in Imitation Learning via Deep Koopman-Boosted Diffusion Policy
Improving Robustness to Out-of-Distribution States in Imitation Learning via Deep Koopman-Boosted Diffusion PolicyIEEE Transactions on robotics (IEEE TRO), 2025
Dianye Huang
Nassir Navab
Zhongliang Jiang
312
0
0
01 Nov 2025
GeneFlow: Translation of Single-cell Gene Expression to Histopathological Images via Rectified Flow
GeneFlow: Translation of Single-cell Gene Expression to Histopathological Images via Rectified Flow
Mengbo Wang
Shourya Verma
Aditya Malusare
Luopin Wang
Yiyang Lu
Vaneet Aggarwal
Mario Sola
Ananth Grama
Nadia Atallah Lanman
MedIm
288
1
0
31 Oct 2025
Hybrid Physical-Neural Simulator for Fast Cosmological Hydrodynamics
Hybrid Physical-Neural Simulator for Fast Cosmological Hydrodynamics
Arne Thomsen
T. Troster
François Lanusse
AI4CE
91
0
0
30 Oct 2025
Curly Flow Matching for Learning Non-gradient Field Dynamics
Curly Flow Matching for Learning Non-gradient Field Dynamics
Katarina Petrović
Lazar Atanackovic
Viggo Moro
Kacper Kapusniak
.Ismail .Ilkan Ceylan
M. Bronstein
A. Bose
Alexander Tong
144
5
0
30 Oct 2025
A Likely Geometry of Generative Models
A Likely Geometry of Generative Models
Frederik Möbius Rygaard
Shen Zhu
Yinzhu Jin
Søren Hauberg
Tom Fletcher
191
0
0
30 Oct 2025
Uncertainty-Aware Diagnostics for Physics-Informed Machine Learning
Uncertainty-Aware Diagnostics for Physics-Informed Machine Learning
Mara Daniels
Liam Hodgkinson
Michael W. Mahoney
PINNAI4CE
341
0
0
30 Oct 2025
How Regularization Terms Make Invertible Neural Networks Bayesian Point Estimators
How Regularization Terms Make Invertible Neural Networks Bayesian Point Estimators
Nick Heilenkötter
3DPC
281
0
0
30 Oct 2025
Automated Discovery of Conservation Laws via Hybrid Neural ODE-Transformers
Automated Discovery of Conservation Laws via Hybrid Neural ODE-Transformers
Vivan Doshi
58
0
0
30 Oct 2025
Group-Equivariant Diffusion Models for Lattice Field Theory
Group-Equivariant Diffusion Models for Lattice Field Theory
Octavio Vega
J. Komijani
Aida El-Khadra
M. Marinković
DiffM
286
0
0
30 Oct 2025
Bias-Corrected Data Synthesis for Imbalanced Learning
Bias-Corrected Data Synthesis for Imbalanced Learning
Pengfei Lyu
Zhengchi Ma
Linjun Zhang
Anru R. Zhang
194
1
0
30 Oct 2025
Neural Stochastic Flows: Solver-Free Modelling and Inference for SDE Solutions
Neural Stochastic Flows: Solver-Free Modelling and Inference for SDE Solutions
Naoki Kiyohara
Edward Johns
Yingzhen Li
108
0
0
29 Oct 2025
$π_\texttt{RL}$: Online RL Fine-tuning for Flow-based Vision-Language-Action Models
πRLπ_\texttt{RL}πRL​: Online RL Fine-tuning for Flow-based Vision-Language-Action Models
Kang Chen
Zhihao Liu
T. Zhang
Zhen Guo
Si Xu
...
Guoliang Fan
T. Huang
Yu Wang
Yu Wang
Chao Yu
OffRLVLM
595
0
0
29 Oct 2025
Bridging Simulators with Conditional Optimal Transport
Bridging Simulators with Conditional Optimal Transport
Justine Zeghal
B. Remy
Yashar Hezaveh
F. Lanusse
Laurence Perreault Levasseur
OT
216
0
0
28 Oct 2025
Identifiable learning of dissipative dynamics
Identifiable learning of dissipative dynamics
Aiqing Zhu
Beatrice W. Soh
Grigorios A. Pavliotis
Qianxiao Li
PINNAI4CE
392
1
0
28 Oct 2025
Unsupervised Detection of Post-Stroke Brain Abnormalities
Unsupervised Detection of Post-Stroke Brain Abnormalities
Youwan Mahé
Elise Bannier
Stéphanie Leplaideur
Elisa Fromont
Francesca Galassi
45
0
0
28 Oct 2025
Sample-efficient and Scalable Exploration in Continuous-Time RL
Sample-efficient and Scalable Exploration in Continuous-Time RL
Klemens Iten
Lenart Treven
Bhavya Sukhija
Florian Dorfler
Andreas Krause
OffRL
140
1
0
28 Oct 2025
ReLaX-Net: Reusing Layers for Parameter-Efficient Physical Neural Networks
ReLaX-Net: Reusing Layers for Parameter-Efficient Physical Neural Networks
Kohei Tsuchiyama
Andre Roehm
Takatomo Mihana
R. Horisaki
218
0
0
28 Oct 2025
Nested AutoRegressive Models
Nested AutoRegressive Models
Hongyu Wu
Xuhui Fan
Zhangkai Wu
Longbing Cao
DiffM
140
0
0
27 Oct 2025
Mixed Precision Training of Neural ODEs
Mixed Precision Training of Neural ODEs
E. Celledoni
B. Owren
Lars Ruthotto
Tianjiao Nicole Yang
112
1
0
27 Oct 2025
Stable neural networks and connections to continuous dynamical systems
Stable neural networks and connections to continuous dynamical systems
Matthias Joachim Ehrhardt
Davide Murari
Ferdia Sherry
AAML
100
0
0
25 Oct 2025
Dynamic Graph Neural Networks for Physiological Based Pharmacokinetic Modeling: A Novel Data Driven Approach to Drug Concentration Prediction
Dynamic Graph Neural Networks for Physiological Based Pharmacokinetic Modeling: A Novel Data Driven Approach to Drug Concentration Prediction
Su Liu
Xin Hu
Shurong Wen
Jiaqi Liu
Jiexi Xu
Lanruo Wang
Jiexi Xu
123
0
0
25 Oct 2025
Multimodal Datasets with Controllable Mutual Information
Multimodal Datasets with Controllable Mutual Information
Raheem Karim Hashmani
G. W. Merz
Helen Qu
Mariel Pettee
K. Cranmer
140
0
0
24 Oct 2025
EditInfinity: Image Editing with Binary-Quantized Generative Models
EditInfinity: Image Editing with Binary-Quantized Generative Models
Jiahuan Wang
Yuxin Chen
Jun Yu
Guangming Lu
Wenjie Pei
223
1
0
23 Oct 2025
Target-aware Image Editing via Cycle-consistent Constraints
Target-aware Image Editing via Cycle-consistent Constraints
Yanghao Wang
Zhen Wang
Long Chen
180
0
0
23 Oct 2025
A Survey on Cache Methods in Diffusion Models: Toward Efficient Multi-Modal Generation
A Survey on Cache Methods in Diffusion Models: Toward Efficient Multi-Modal Generation
Jiacheng Liu
Xinyu Wang
Yuqi Lin
Zhikai Wang
P. Wang
...
Zexuan Yan
Zhengyi Shi
Chang Zou
Yue Ma
Linfeng Zhang
383
3
0
22 Oct 2025
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