On the hardness of robust classification

On the hardness of robust classification

Εμφάνιση άλλων εκδόσεων (1)

It is becoming increasingly important to understand the vulnerability of machine learning models to adversarial attacks. In this paper we study the feasibility of adversarially robust learning from the perspective of computational learning theory, considering both sample and computational complexity...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Gourdeau, P, Kanade, V, Kwiatkowska, M, Worrell, J
Μορφή:	Journal article
Γλώσσα:	English
Έκδοση:	Journal of Machine Learning Research 2021

Παρόμοια τεκμήρια

On the hardness of robust classification
ανά: Gourdeau, P, κ.ά.
Έκδοση: (2019)

When are local queries useful for robust learning?
ανά: Gourdeau, P, κ.ά.
Έκδοση: (2023)

Sample complexity bounds for robustly learning decision lists against evasion attacks
ανά: Gourdeau, P, κ.ά.
Έκδοση: (2022)

Sample complexity of robust learning against evasion attacks
ανά: Gourdeau, P
Έκδοση: (2023)

Adversarial robustness guarantees for classification with Gaussian Processes
ανά: Blaas, A, κ.ά.
Έκδοση: (2020)

Assessing robustness of text classification through maximal safe radius computation
ανά: La Malfa, E, κ.ά.
Έκδοση: (2020)

MODERN CLASSIFICATION OF HARDNESS DETERMINATION METHODS
ανά: V. Moshchenok
Έκδοση: (2010-01-01)

Why Is Multiclass Classification Hard?
ανά: Pablo Del Moral, κ.ά.
Έκδοση: (2022-01-01)

Safety and robustness for deep learning with provable guarantees (keynote)
ανά: Kwiatkowska, M
Έκδοση: (2019)

Classification of hard materials for contract documentation /
ανά: Mohd. For Mohd. Amin 279725, κ.ά.
Έκδοση: (2007)

Classification of hard materials for contract documentation /
ανά: 372062 Chua, Jerry Kuo Sheng
Έκδοση: (2004)

Robustness guarantees for deep neural networks on videos
ανά: Kwiatkowska, M, κ.ά.
Έκδοση: (2020)

Safety and robustness for deep learning with provable guarantees (invited paper - keynote)
ανά: Kwiatkowska, M
Έκδοση: (2020)

Robust decision pipelines: opportunities and challenges for AI in business process modelling
ανά: Kwiatkowska, M
Έκδοση: (2023)

Robustness of 3D deep learning in an adversarial setting
ανά: Wicker, M, κ.ά.
Έκδοση: (2020)

Entrer en relation. Distribuer des repas aux personnes exilées à Ouistreham
ανά: Camille Gourdeau
Έκδοση: (2019-12-01)

Robustness guarantees for Bayesian neural networks (invited extended abstract of a keynote speaker)
ανά: Kwiatkowska, M
Έκδοση: (2022)

Emotion Classification in Spanish: Exploring the Hard Classes
ανά: Aiala Rosá, κ.ά.
Έκδοση: (2021-10-01)

Generating Hard Examples for Pixel-Wise Classification
ανά: Hyungtae Lee, κ.ά.
Έκδοση: (2021-01-01)

A Deep-Learning Based Visual Sensing Concept for a Robust Classification of Document Images under Real-World Hard Conditions
ανά: Kabeh Mohsenzadegan, κ.ά.
Έκδοση: (2021-10-01)

The king is naked: On the notion of robustness for natural language processing
ανά: La Malfa, E, κ.ά.
Έκδοση: (2022)

Outlier-Robust Spatial Perception: Hardness, General-Purpose Algorithms, and Guarantees
ανά: Tzoumas, Vasileios, κ.ά.
Έκδοση: (2021)

S/HIC: Robust Identification of Soft and Hard Sweeps Using Machine Learning.
ανά: Daniel R Schrider, κ.ά.
Έκδοση: (2016-03-01)

Provable guarantees on the robustness of decision rules to causal interventions
ανά: Wang, B, κ.ά.
Έκδοση: (2021)

Hard-Positive Prototypical Networks for Few-Shot Classification
ανά: Mahsa Fazaeli-Javan, κ.ά.
Έκδοση: (2025-01-01)

PCA-based hard disk media defect classification
ανά: Zhang, Jian Liang
Έκδοση: (2009)

Classification of hard materials for contract documentation [compact disc] /
ανά: 372062 Chua, Jerry Kuo Sheng
Έκδοση: (2004)

Adversarial robustness certification for Bayesian neural networks
ανά: Wicker, M, κ.ά.
Έκδοση: (2024)

Robustness guarantees for Bayesian inference with Gaussian processes
ανά: Cardelli, L, κ.ά.
Έκδοση: (2019)

Robust classification of neonatal apnoea-related desaturations.
ανά: Monasterio, V, κ.ά.
Έκδοση: (2012)

Efficient synthesis of robust models for stochastic systems
ανά: Calinescu, R, κ.ά.
Έκδοση: (2018)

Structure-aware robustness certificates for graph classification
ανά: Osselin, P, κ.ά.
Έκδοση: (2023)

Robust Classification via Support Vector Machines
ανά: Alexandru V. Asimit, κ.ά.
Έκδοση: (2022-08-01)

Deep Metric Learning with Online Hard Mining for Hyperspectral Classification
ανά: Yanni Dong, κ.ά.
Έκδοση: (2021-04-01)

KNN-Based Algorithm of Hard Case Detection in Datasets for Classification
ανά: Anton Okhrimenko, κ.ά.
Έκδοση: (2023-03-01)

Characterizing Vocal Repertoires--Hard vs. Soft Classification Approaches.
ανά: Philip Wadewitz, κ.ά.
Έκδοση: (2015-01-01)

Automating airborne pollen classification: Identifying and interpreting hard samples for classifiers
ανά: Manuel Milling, κ.ά.
Έκδοση: (2025-01-01)

Adversarial robustness guarantees for Gaussian processes
ανά: Patane, A, κ.ά.
Έκδοση: (2022)

Bayesian inference with certifiable adversarial robustness
ανά: Wicker, M, κ.ά.
Έκδοση: (2021)

Robust Model Selection for Classification of Microarrays
ανά: Ikumi Suzuki, κ.ά.
Έκδοση: (2009-01-01)