conftrace_

representer theorem

27 papers

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Co-occurring keywords

kernel methods (1097) reproducing kernel hilbert space (334) neural network (6616) regularized learning (15) hilbert space (43) banach space (9) functional data analysis (35) reproducing kernel (19) functional datum (30) operator-valued kernel (12)

Papers

On Support Samples of Next Word Prediction ACL 2025
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression JMLR 2024
Learning Partial Differential Equations in Reproducing Kernel Hilbert Spaces JMLR 2023
Representer Point Selection for Explaining Regularized High-dimensional Models ICML 2023
Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NIPS 2022
Reproducing kernel Hilbert C*-module and kernel mean embeddings JMLR 2021
Learning Finite-Dimensional Representations For Koopman Operators L4DC 2021
Nonparametric estimation of continuous DPPs with kernel methods NIPS 2021
Causal Modeling with Stochastic Confounders AISTATS 2021
Banach Space Representer Theorems for Neural Networks and Ridge Splines JMLR 2021
Representer Theorems in Banach Spaces: Minimum Norm Interpolation, Regularized Learning and Semi-Discrete Inverse Problems JMLR 2021
Approximate Representer Theorems in Non-reflexive Banach Spaces ALT 2020
Non-parametric Models for Non-negative Functions NIPS 2020
Learning with Operator-valued Kernels in Reproducing Kernel Krein Spaces NIPS 2020
A Representer Theorem for Deep Neural Networks JMLR 2019
A Representer Theorem for Deep Kernel Learning JMLR 2019
Learning in Reproducing Kernel Kreı̆n Spaces ICML 2018
Operator-valued Kernels for Learning from Functional Response Data JMLR 2016
A Unifying View of Representer Theorems ICML 2014
Characterizing the Representer Theorem ICML 2013
The representer theorem for Hilbert spaces: a necessary and sufficient condition NIPS 2012
Nonlinear functional regression: a functional RKHS approach AISTATS 2010
Learning with Consistency between Inductive Functions and Kernels NIPS 2008
On the Representer Theorem and Equivalent Degrees of Freedom of SVR JMLR 2007
Value Regularization and Fenchel Duality JMLR 2007