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spectral decomposition

58 papers

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Co-occurring keywords

representation learning (6206) spectral method (204) neural network (6616) dynamical system (398) tensor decomposition (375) topic model (290) koopman operator (38) kernel methods (1097) fourier transform (97) reproducing kernel hilbert space (334)

Papers

SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization AAAI 2026
HyperGOOD: Towards Out-of-Distribution Detection in Hypergraphs AAAI 2026
Spectral State Space Model for Rotation-Invariant Visual Representation Learning CVPR 2025
Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance CVPR 2025
Learnable Frequency Decomposition for Image Forgery Detection and Localization IJCAI 2025
SODA: Spectral Orthogonal Decomposition Adaptation for Diffusion Models WACV 2025
LaMDA: Large Model Fine-Tuning via Spectrally Decomposed Low-Dimensional Adaptation EMNLP 2024
Neural Feature Learning in Function Space JMLR 2024
The Galerkin method beats Graph-Based Approaches for Spectral Algorithms AISTATS 2024
Continuous Product Graph Neural Networks NIPS 2024
Spectral Editing of Activations for Large Language Model Alignment NIPS 2024
Visibility Constrained Wide-Band Illumination Spectrum Design for Seeing-in-the-Dark CVPR 2023
Understanding Self-Predictive Learning for Reinforcement Learning ICML 2023
Decompose, Adjust, Compose: Effective Normalization by Playing With Frequency for Domain Generalization CVPR 2023
Towards a better understanding of representation dynamics under TD-learning ICML 2023
A Faster Sampler for Discrete Determinantal Point Processes AISTATS 2023
Sharp Spectral Rates for Koopman Operator Learning NIPS 2023
A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning NIPS 2023
Learning Inconsistent Preferences with Gaussian Processes AISTATS 2022
Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces NIPS 2022
On the Sample Complexity of Stabilizing LTI Systems on a Single Trajectory NIPS 2022
EMGC²F: Efficient Multi-view Graph Clustering with Comprehensive Fusion IJCAI 2022
From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction JMLR 2021
Active Slices for Sliced Stein Discrepancy ICML 2021
ARAPReg: An As-Rigid-As Possible Regularization Loss for Learning Deformable Shape Generators ICCV 2021