conftrace_

function space

28 papers

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Co-occurring keywords

neural network (6616) diffusion model (3751) generative model (2892) stochastic process (388) partial differential equation (222) neural operator (74) kernel methods (1097) neural tangent kernel (205) representation learning (6206) gaussian process (1200)

Papers

Continuum Attention for Neural Operators JMLR 2025
Mesh Watermark Removal Attack and Mitigation: A Novel Perspective of Function Space AAAI 2025
Score-Based Diffusion Models in Function Space JMLR 2025
Autoencoders in Function Space JMLR 2025
Neural Hilbert Ladders: Multi-Layer Neural Networks in Function Space JMLR 2024
Stochastic Optimal Control for Diffusion Bridges in Function Spaces NIPS 2024
Neural Feature Learning in Function Space JMLR 2024
Functional Flow Matching AISTATS 2024
Consistency of Dictionary-Based Manifold Learning AISTATS 2024
Infinite-Dimensional Diffusion Models JMLR 2024
How do Minimum-Norm Shallow Denoisers Look in Function Space? NIPS 2023
Neural Operator: Learning Maps Between Function Spaces With Applications to PDEs JMLR 2023
Implicit Bias of Gradient Descent for Mean Squared Error Regression with Two-Layer Wide Neural Networks JMLR 2023
Diffusion Generative Models in Infinite Dimensions AISTATS 2023
Function Space Bayesian Pseudocoreset for Bayesian Neural Networks NIPS 2023
Neural Processes with Stability NIPS 2023
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion ICML 2023
Integral Autoencoder Network for Discretization-Invariant Learning JMLR 2022
NOMAD: Nonlinear Manifold Decoders for Operator Learning NIPS 2022
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime NIPS 2022
The Implicit Bias of Minima Stability: A View from Function Space NIPS 2021
Tensor Programs IIb: Architectural Universality Of Neural Tangent Kernel Training Dynamics ICML 2021
Multiwavelet-based Operator Learning for Differential Equations NIPS 2021
On Linear Identifiability of Learned Representations ICML 2021
Occupancy Networks: Learning 3D Reconstruction in Function Space CVPR 2019