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Neural Ordinary Differential Equations

19 June 2018

Papers citing "Neural Ordinary Differential Equations"

50 / 3,210 papers shown

Title
Preconditioned Deformation Grids Julian Kaltheuner Alexander Oebel Hannah Droege P. Stotko Reinhard Klein 108 0 0 22 Sep 2025
MTM: A Multi-Scale Token Mixing Transformer for Irregular Multivariate Time Series Classification Shuhan Zhong Weipeng Zhuo Sizhe Song Guanyao Li Zhongyi Yu Shueng-Han Gary Chan AI4TS 104 0 0 22 Sep 2025
Breaking the Discretization Barrier of Continuous Physics Simulation Learning Fan Xu Hao Wu Nan Wang Lilan Peng Kun Wang Wei Gong Xibin Zhao AI4CE 120 3 0 22 Sep 2025
KANO: Kolmogorov-Arnold Neural Operator Jin Lee Ziming Liu Xinling Yu Yixuan Wang Haewon Jeong Murphy Yuezhen Niu Zheng Zhang 150 0 0 20 Sep 2025
ViTCAE: ViT-based Class-conditioned Autoencoder Vahid Jebraeeli Hamid Krim D. Cansever DiffM 35 0 0 20 Sep 2025
Time-adaptive SympNets for separable Hamiltonian systems Konrad Janik P. Benner 101 2 0 19 Sep 2025
FlowCast-ODE: Continuous Hourly Weather Forecasting with Dynamic Flow Matching and ODE Solver Shuangshuang He Yuanting Zhang Hongli Liang Qingye Meng Xingyuan Yuan Shuo Wang 133 0 0 18 Sep 2025
MeanFlowSE: one-step generative speech enhancement via conditional mean flow Duojia Li Shenghui Lu Hongchen Pan Zongyi Zhan Q. Hong Lin Li DiffM 169 0 0 18 Sep 2025
CDFlow: Generative Gradient Flows for Configuration Space Distance Fields via Neural ODEs Mengzhu Li Yunyu Zhou He Ying F. Richard Yu 84 0 0 17 Sep 2025
Floating-Body Hydrodynamic Neural Networks Tianshuo Zhang Wenzhe Zhai Rui Yann Jia Gao He Cao Xianglei Xing PINN AI4CE 142 0 0 17 Sep 2025
Towards a Physics Foundation Model Florian Wiesner Matthias Wessling Stephen Baek AI4CE PINN 202 2 0 17 Sep 2025
Reversible Deep Equilibrium Models Sam McCallum Kamran Arora James Foster 163 2 0 16 Sep 2025
Spatiotemporal graph neural process for reconstruction, extrapolation, and classification of cardiac trajectories Jaume Banus Augustin C. Ogier Roger Hullin Philippe Meyer Ruud B. van Heeswijk Jonas Richiardi 92 0 0 16 Sep 2025
Zero to Autonomy in Real-Time: Online Adaptation of Dynamics in Unstructured Environments William Ward Sarah Etter Jesse Quattrociocchi Christian Ellis Adam J. Thorpe Ufuk Topcu 72 1 0 15 Sep 2025
C3DE: Causal-Aware Collaborative Neural Controlled Differential Equation for Long-Term Urban Crowd Flow Prediction Yuting Liu Qiang Zhou Hanzhe Li Chenqi Gong Jingjing Gu 94 0 0 15 Sep 2025
Learning non-Markovian Dynamical Systems with Signature-based Encoders Eliott Pradeleix Rémy Hosseinkhan Boucher Alena Shilova Onofrio Semeraro L. Mathelin 60 0 0 15 Sep 2025
The Hidden Width of Deep ResNets: Tight Error Bounds and Phase Diagrams Lénaïc Chizat 90 1 0 12 Sep 2025
SciML Agents: Write the Solver, Not the Solution Saarth Gaonkar Xiang Zheng Haocheng Xi Rishabh Tiwari Kurt Keutzer Dmitriy Morozov Michael W. Mahoney Amir Gholami LLMAG 128 1 0 12 Sep 2025
Flow Straight and Fast in Hilbert Space: Functional Rectified Flow Jianxin Zhang Clayton Scott 120 0 0 12 Sep 2025
KAN-SR: A Kolmogorov-Arnold Network Guided Symbolic Regression Framework Marco Andrea Bühler Gonzalo Guillén-Gosálbez 88 0 0 12 Sep 2025
Improving Video Diffusion Transformer Training by Multi-Feature Fusion and Alignment from Self-Supervised Vision Encoders Dohun Lee Hyeonho Jeong Jiwook Kim Duygu Ceylan J. C. Ye VGen 101 0 0 11 Sep 2025
SAFT: Shape and Appearance of Fabrics from Template via Differentiable Physical Simulations from Monocular Video David Stotko Reinhard Klein 3DH 105 0 0 10 Sep 2025
LatentVoiceGrad: Nonparallel Voice Conversion with Latent Diffusion/Flow-Matching ModelsIEEE Transactions on Audio, Speech, and Language Processing (TASLP), 2025 Hirokazu Kameoka Takuhiro Kaneko Kou Tanaka Yuto Kondo DiffM 60 0 0 10 Sep 2025
BULL-ODE: Bullwhip Learning with Neural ODEs and Universal Differential Equations under Stochastic Demand Nachiket N. Naik Prathamesh Dinesh Joshi Raj Abhijit Dandekar Rajat Dandekar Sreedath Panat 72 0 0 09 Sep 2025
OCTANE -- Optimal Control for Tensor-based Autoencoder Network Emergence: Explicit Case R. Khatri Anthony Kolshorn Colin Olson Harbir Antil 48 0 0 09 Sep 2025
Learning Generalized Hamiltonian Dynamics with Stability from Noisy Trajectory Data Luke McLennan Yi Wang Ryan Farell Minh Nguyen Chandrajit Bajaj 64 0 0 08 Sep 2025
STL-based Optimization of Biomolecular Neural Networks for Regression and Control Eric Palanques-Tost Hanna Krasowski Murat Arcak Ron Weiss C. Belta 86 0 0 05 Sep 2025
Diffusion Secant Alignment for Score-Based Density Ratio Estimation Wei Chen Shigui Li Jiacheng Li Jian Xu Zhiqi Lin Junmei Yang Delu Zeng John Paisley Qibin Zhao 156 0 0 05 Sep 2025
Neuro-Spectral Architectures for Causal Physics-Informed Networks Arthur Bizzi Leonardo M. Moreira Márcio Marques Leonardo Mendonça Christian Júnior de Oliveira ... Daniel Yukimura Pavel Petrov João M. Pereira Tiago Novello Lucas Nissenbaum PINN 272 1 0 05 Sep 2025
An invertible generative model for forward and inverse problems Tristan van Leeuwen Christoph Brune Marcello Carioni GAN TPM 228 0 0 04 Sep 2025
Balancing Signal and Variance: Adaptive Offline RL Post-Training for VLA Flow Models Hongyin Zhang Shiyuan Zhang Junxi Jin Qixin Zeng Yifan Qiao Hongchao Lu Xuetao Zhang OffRL 108 6 0 04 Sep 2025
Echo State Networks as State-Space Models: A Systems Perspective Pradeep Singh Balasubramanian Raman 60 0 0 04 Sep 2025
Energy-Weighted Flow Matching: Unlocking Continuous Normalizing Flows for Efficient and Scalable Boltzmann Sampling Niclas Dern Lennart Redl Sebastian Pfister Marcel Kollovieh David Lüdke Stephan Günnemann 112 3 0 03 Sep 2025
Beyond Ensembles: Simulating All-Atom Protein Dynamics in a Learned Latent Space Aditya Sengar Ali Hariri P. Vandergheynst Patrick Barth AI4CE 278 0 0 02 Sep 2025
Distribution estimation via Flow Matching with Lipschitz guarantees Lea Kunkel DiffM 105 2 0 02 Sep 2025
Discrete Noise Inversion for Next-scale Autoregressive Text-based Image Editing Quan Dao Xiaoxiao He Ligong Han Ngan Hoai Nguyen Amin Heyrani Nobar Faez Ahmed Han Zhang Viet Anh Nguyen Dimitris N. Metaxas DiffM 159 0 0 02 Sep 2025
Preconditioned Regularized Wasserstein Proximal Sampling Hong Ye Tan Stanley Osher Wuchen Li 108 0 0 01 Sep 2025
Learning Longitudinal Stress Dynamics from Irregular Self-Reports via Time Embeddings Louis Simon Mohamed Chetouani 60 0 0 01 Sep 2025
Cross-Domain Few-Shot Segmentation via Ordinary Differential Equations over Time Intervals Huan Ni Qingshan Liu Xiaonan Niu Danfeng Hong Lingli Zhao Haiyan Guan 104 0 0 01 Sep 2025
Are We Really Learning the Score Function? Reinterpreting Diffusion Models Through Wasserstein Gradient Flow Matching An B. Vuong Michael T. McCann Javier E. Santos Yen Ting Lin DiffM 72 1 0 30 Aug 2025
Disentangling Slow and Fast Temporal Dynamics in Degradation Inference with Hierarchical Differential Models Mengjie Zhao Olga Fink AI4CE 89 0 0 30 Aug 2025
Universal Representation of Generalized Convex Functions and their Gradients Moeen Nehzati 68 0 0 30 Aug 2025
FNODE: Flow-Matching for data-driven simulation of constrained multibody systems Hongyu Wang Jingquan Wang Dan Negrut AI4CE 108 0 0 29 Aug 2025
OptMark: Robust Multi-bit Diffusion Watermarking via Inference Time Optimization Jiazheng Xing Hai Ci Hongbin Xu Hangjie Yuan Yong-Jin Liu Mike Zheng Shou WIGM 201 1 0 29 Aug 2025
Estimating Parameter Fields in Multi-Physics PDEs from Scarce Measurements Xuyang Li Mahdi Masmoudi Rami Gharbi N. Lajnef Vishnu Boddeti AI4CE 135 0 0 29 Aug 2025
Studying Effective String Theory using deep generative models M. Caselle E. Cellini A. Nada 62 0 0 28 Aug 2025
Self-Composing Neural Operators with Depth and Accuracy Scaling via Adaptive Train-and-Unroll Approach Juncai He Xinliang Liu Jinchao Xu AI4CE 88 0 0 28 Aug 2025
Flowing Straighter with Conditional Flow Matching for Accurate Speech Enhancement Mattias Cross Anton Ragni 72 1 0 28 Aug 2025
Neural Field Turing Machine: A Differentiable Spatial Computer Akash Malhotra Nacéra Seghouani AI4CE 84 0 0 27 Aug 2025
FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture Minghao Hu Junzhe Wang Weisen Zhao Qiang Zeng Lannan Luo 124 3 0 27 Aug 2025