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gaussian kernel

60 papers

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Co-occurring keywords

kernel methods (1097) support vector machine (978) kernel approximation (100) kernel ridge regression (111) random feature (89) random fourier feature (59) reproducing kernel hilbert space (334) nystrom method (46) learning rate (192) approximation algorithm (630)

Papers

On the Approximation of Kernel functions JMLR 2025
DocFusion: A Unified Framework for Document Parsing Tasks ACL 2025
Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly Detection AAAI 2025
GausSim: Foreseeing Reality by Gaussian Simulator for Elastic Objects ICCV 2025
Continuous Contrastive Learning for Long-Tailed Semi-Supervised Recognition NIPS 2024
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality NIPS 2024
Simplex Random Features ICML 2023
Dimensionality Reduction for General KDE Mode Finding ICML 2023
Dense-Exponential Random Features: Sharp Positive Estimators of the Gaussian Kernel NIPS 2023
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task CVPR 2023
GEQ: Gaussian Kernel Inspired Equilibrium Models NIPS 2023
Improved Classification Rates for Localized SVMs JMLR 2022
Rethinking Spatial Invariance of Convolutional Networks for Object Counting CVPR 2022
Chefs' Random Tables: Non-Trigonometric Random Features NIPS 2022
SignRFF: Sign Random Fourier Features NIPS 2022
Random Gegenbauer Features for Scalable Kernel Methods ICML 2022
Improving the Effectiveness and Efficiency of Stochastic Neighbour Embedding with Isolation Kernel (Extended Abstract) IJCAI 2022
The Teaching Dimension of Regularized Kernel Learners ICML 2022
One-Sketch-for-All: Non-linear Random Features from Compressed Linear Measurements AISTATS 2021
Quantization Algorithms for Random Fourier Features ICML 2021
Rethinking the Heatmap Regression for Bottom-Up Human Pose Estimation CVPR 2021
SOFT: Softmax-free Transformer with Linear Complexity NIPS 2021
Skyformer: Remodel Self-Attention with Gaussian Kernel and Nystr\"om Method NIPS 2021
Faster Kernel Matrix Algebra via Density Estimation ICML 2021
Gaussian Kernel Mixture Network for Single Image Defocus Deblurring NIPS 2021