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vector field

39 papers

Papers

Learning vector fields of differential equations on manifolds with geometrically constrained operator-valued kernels ICLR 2025 Learning with Confidence UAI 2025 Neural Fluid Simulation on Geometric Surfaces ICLR 2025 Stream-level Flow Matching with Gaussian Processes ICML 2025 The Superposition of Diffusion Models Using the Itô Density Estimator ICLR 2025 TrajSurv: Learning Continuous Latent Trajectories from Electronic Health Records for Trustworthy Survival Prediction MLHC 2025 Flow Matching on General Geometries ICLR 2024 From Fourier to Neural ODEs: Flow Matching for Modeling Complex Systems ICML 2024 Functional Flow Matching AISTATS 2024 Implicit Gaussian process representation of vector fields over arbitrary latent manifolds ICLR 2024 Intrinsic Gaussian Vector Fields on Manifolds AISTATS 2024 Learning Infinitesimal Generators of Continuous Symmetries from Data NeurIPS 2024 Navigating Chemical Space with Latent Flows NeurIPS 2024 Path-Guided Particle-based Sampling ICML 2024 Symplectic Neural Gaussian Processes for Meta-learning Hamiltonian Dynamics IJCAI 2024 Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems NeurIPS 2024 Do We Need an Encoder-Decoder to Model Dynamical Systems on Networks? IJCAI 2023 Flow Matching for Generative Modeling ICLR 2023 Gaussian processes at the Helm(holtz): A more fluid model for ocean currents ICML 2023 Multisample Flow Matching: Straightening Flows with Minibatch Couplings ICML 2023 Domain Generalization for Retinal Vessel Segmentation with Vector Field Transformer MIDL 2022 FlowBot3D: Learning 3D Articulation Flow to Manipulate Articulated Objects RSS 2022 Iterated Vector Fields and Conservatism, with Applications to Federated Learning ALT 2022 Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022 Field Convolutions for Surface CNNs ICCV 2021