The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks
Fuente:
arXiv
Guardado en:
| Autores principales: | Bastounis, Alexander, Hansen, Anders C, Vlačić, Verner |
|---|---|
| Formato: | Preprint |
| Publicado: |
2021
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
T-MLA: A targeted multiscale log-exponential attack framework for neural image compression
por: Kalmykov, Nikolay I., et al.
Publicado: (2025)
por: Kalmykov, Nikolay I., et al.
Publicado: (2025)
Implementation of neural network operators with applications to remote sensing data
por: Costarelli, Danilo, et al.
Publicado: (2024)
por: Costarelli, Danilo, et al.
Publicado: (2024)
DeepTV: A neural network approach for total variation minimization
por: Langer, Andreas, et al.
Publicado: (2024)
por: Langer, Andreas, et al.
Publicado: (2024)
A lightweight residual network for unsupervised deformable image registration
por: Siyal, Ahsan Raza, et al.
Publicado: (2024)
por: Siyal, Ahsan Raza, et al.
Publicado: (2024)
LIP-CAR: contrast agent reduction by a deep learned inverse problem
por: Bianchi, Davide, et al.
Publicado: (2024)
por: Bianchi, Davide, et al.
Publicado: (2024)
A machine learning approach for image classification in synthetic aperture RADAR
por: Gaburro, Romina, et al.
Publicado: (2025)
por: Gaburro, Romina, et al.
Publicado: (2025)
An incremental algorithm for non-convex AI-enhanced medical image processing
por: Morotti, Elena
Publicado: (2025)
por: Morotti, Elena
Publicado: (2025)
Accuracy Improvements for Convolutional and Differential Distance Function Approximations
por: Belyaev, Alexander, et al.
Publicado: (2024)
por: Belyaev, Alexander, et al.
Publicado: (2024)
MUSTER: Longitudinal Deformable Registration by Composition of Consecutive Deformations
por: Grødem, Edvard O. S., et al.
Publicado: (2024)
por: Grødem, Edvard O. S., et al.
Publicado: (2024)
Why do we regularise in every iteration for imaging inverse problems?
por: Papoutsellis, Evangelos, et al.
Publicado: (2024)
por: Papoutsellis, Evangelos, et al.
Publicado: (2024)
Finite element-based space-time total variation-type regularization of the inverse problem in electrocardiographic imaging
por: Haas, Manuel, et al.
Publicado: (2024)
por: Haas, Manuel, et al.
Publicado: (2024)
A Proper Orthogonal Decomposition approach for parameters reduction of Single Shot Detector networks
por: Meneghetti, Laura, et al.
Publicado: (2022)
por: Meneghetti, Laura, et al.
Publicado: (2022)
Spatial-Spectral Adaptive Fidelity and Noise Prior Reduction Guided Hyperspectral Image Denoising
por: Xie, Xuelin, et al.
Publicado: (2026)
por: Xie, Xuelin, et al.
Publicado: (2026)
A fast and gridless ORKA algorithm for tracking moving and deforming objects
por: Bossmann, Florian, et al.
Publicado: (2024)
por: Bossmann, Florian, et al.
Publicado: (2024)
DARE: A Deformable Adaptive Regularization Estimator for Learning-Based Medical Image Registration
por: Siyal, Ahsan Raza, et al.
Publicado: (2025)
por: Siyal, Ahsan Raza, et al.
Publicado: (2025)
A Plug-and-Play Framework for Volumetric Light-Sheet Image Reconstruction
por: Gong, Yi, et al.
Publicado: (2025)
por: Gong, Yi, et al.
Publicado: (2025)
Generative Prior-Guided Neural Interface Reconstruction for 3D Electrical Impedance Tomography
por: Liu, Haibo, et al.
Publicado: (2025)
por: Liu, Haibo, et al.
Publicado: (2025)
Spatiotemporally adaptive compression for scientific dataset with feature preservation -- a case study on simulation data with extreme climate events analysis
por: Gong, Qian, et al.
Publicado: (2024)
por: Gong, Qian, et al.
Publicado: (2024)
HyDRA: Hybrid Denoising Regularization for Measurement-Only DEQ Training
por: Haltmeier, Markus, et al.
Publicado: (2026)
por: Haltmeier, Markus, et al.
Publicado: (2026)
Two Models for Surface Segmentation using the Total Variation of the Normal Vector
por: Weiß, Manuel, et al.
Publicado: (2024)
por: Weiß, Manuel, et al.
Publicado: (2024)
An Active Contour Model Driven By the Hybrid Signed Pressure Function
por: Zhao, Jing
Publicado: (2024)
por: Zhao, Jing
Publicado: (2024)
Bi-Band ECoGNet for ECoG Decoding on Classification Task
por: Ji, Changqing
Publicado: (2024)
por: Ji, Changqing
Publicado: (2024)
Data-Consistent Learning of Inverse Problems
por: Haltmeier, Markus, et al.
Publicado: (2026)
por: Haltmeier, Markus, et al.
Publicado: (2026)
Solving Minimal Problems Without Matrix Inversion Using FFT-Based Interpolation
por: Wu, Haidong, et al.
Publicado: (2026)
por: Wu, Haidong, et al.
Publicado: (2026)
MGARD: A multigrid framework for high-performance, error-controlled data compression and refactoring
por: Gong, Qian, et al.
Publicado: (2024)
por: Gong, Qian, et al.
Publicado: (2024)
Texture Edge detection by Patch consensus (TEP)
por: Cui, Guangyu, et al.
Publicado: (2024)
por: Cui, Guangyu, et al.
Publicado: (2024)
Convergence analysis of equilibrium methods for inverse problems
por: Obmann, Daniel, et al.
Publicado: (2023)
por: Obmann, Daniel, et al.
Publicado: (2023)
The use of the symmetric finite difference in the local binary pattern (symmetric LBP)
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
Experimental investigation of trans-scale displacement responses of wrinkle defects in fiber reinforced composite laminates
por: Ma, Li, et al.
Publicado: (2024)
por: Ma, Li, et al.
Publicado: (2024)
STORK: Faster Diffusion And Flow Matching Sampling By Resolving Both Stiffness And Structure-Dependence
por: Tan, Zheng, et al.
Publicado: (2025)
por: Tan, Zheng, et al.
Publicado: (2025)
User Manual for Model-based Imaging Inverse Problem
por: Wang, Xiaodong
Publicado: (2025)
por: Wang, Xiaodong
Publicado: (2025)
Multidimensional Task Learning: A Unified Tensor Framework for Computer Vision Tasks
por: Ichi, Alaa El, et al.
Publicado: (2026)
por: Ichi, Alaa El, et al.
Publicado: (2026)
A Comparative Analysis of Principal Component Analysis (PCA) and Singular Value Decomposition (SVD) as Dimensionality Reduction Techniques
por: Gyimadu, Michael, et al.
Publicado: (2025)
por: Gyimadu, Michael, et al.
Publicado: (2025)
A New Cross-Space Total Variation Regularization Model for Color Image Restoration with Quaternion Blur Operator
por: Jia, Zhigang, et al.
Publicado: (2024)
por: Jia, Zhigang, et al.
Publicado: (2024)
Non-Negative Reduced Biquaternion Matrix Factorization with Applications in Color Face Recognition
por: Miao, Jifei, et al.
Publicado: (2024)
por: Miao, Jifei, et al.
Publicado: (2024)
Identifying Memorization of Diffusion Models through $p$-Laplace Analysis: Estimators, Bounds and Applications
por: Brokman, Jonathan, et al.
Publicado: (2025)
por: Brokman, Jonathan, et al.
Publicado: (2025)
Application and Evaluation of the Common Circles Method
por: Quellmalz, Michael, et al.
Publicado: (2026)
por: Quellmalz, Michael, et al.
Publicado: (2026)
Local Binary Pattern(LBP) Optimization for Feature Extraction
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
Stability and Concentration in Nonlinear Inverse Problems with Block-Structured Parameters: Lipschitz Geometry, Identifiability, and an Application to Gaussian Splatting
por: Feng, Joe-Mei, et al.
Publicado: (2026)
por: Feng, Joe-Mei, et al.
Publicado: (2026)
Locally-Supervised Global Image Restoration
por: Walder, Benjamin, et al.
Publicado: (2025)
por: Walder, Benjamin, et al.
Publicado: (2025)
Ejemplares similares
-
T-MLA: A targeted multiscale log-exponential attack framework for neural image compression
por: Kalmykov, Nikolay I., et al.
Publicado: (2025) -
Implementation of neural network operators with applications to remote sensing data
por: Costarelli, Danilo, et al.
Publicado: (2024) -
DeepTV: A neural network approach for total variation minimization
por: Langer, Andreas, et al.
Publicado: (2024) -
A lightweight residual network for unsupervised deformable image registration
por: Siyal, Ahsan Raza, et al.
Publicado: (2024) -
LIP-CAR: contrast agent reduction by a deep learned inverse problem
por: Bianchi, Davide, et al.
Publicado: (2024)