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Explaining and Harnessing Adversarial Examples

Explaining and Harnessing Adversarial Examples

20 December 2014
Ian Goodfellow
Jonathon Shlens
Christian Szegedy
    AAML
    GAN
ArXivPDFHTML

Papers citing "Explaining and Harnessing Adversarial Examples"

50 / 3,760 papers shown
Title
NeuralSentinel: Safeguarding Neural Network Reliability and
  Trustworthiness
NeuralSentinel: Safeguarding Neural Network Reliability and Trustworthiness
Xabier Echeberria-Barrio
Mikel Gorricho
Selene Valencia
Francesco Zola
AAML
37
1
0
12 Feb 2024
Accelerated Smoothing: A Scalable Approach to Randomized Smoothing
Accelerated Smoothing: A Scalable Approach to Randomized Smoothing
Devansh Bhardwaj
Kshitiz Kaushik
Sarthak Gupta
AAML
39
0
0
12 Feb 2024
A Random Ensemble of Encrypted Vision Transformers for Adversarially
  Robust Defense
A Random Ensemble of Encrypted Vision Transformers for Adversarially Robust Defense
Ryota Iijima
Sayaka Shiota
Hitoshi Kiya
45
6
0
11 Feb 2024
Instance-Level Safety-Aware Fidelity of Synthetic Data and Its
  Calibration
Instance-Level Safety-Aware Fidelity of Synthetic Data and Its Calibration
Chih-Hong Cheng
Paul Stöckel
Xingyu Zhao
35
2
0
10 Feb 2024
RAMP: Boosting Adversarial Robustness Against Multiple $l_p$
  Perturbations
RAMP: Boosting Adversarial Robustness Against Multiple lpl_plp​ Perturbations
Enyi Jiang
Gagandeep Singh
AAML
40
1
0
09 Feb 2024
Flashback: Understanding and Mitigating Forgetting in Federated Learning
Flashback: Understanding and Mitigating Forgetting in Federated Learning
Mohammed Aljahdali
A. Abdelmoniem
Marco Canini
Samuel Horváth
44
3
0
08 Feb 2024
Linearizing Models for Efficient yet Robust Private Inference
Linearizing Models for Efficient yet Robust Private Inference
Sreetama Sarkar
Souvik Kundu
Peter A. Beerel
AAML
22
0
0
08 Feb 2024
Is Adversarial Training with Compressed Datasets Effective?
Is Adversarial Training with Compressed Datasets Effective?
Tong Chen
Raghavendra Selvan
AAML
67
0
0
08 Feb 2024
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural
  Network
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network
Tan Sun
Junhong Lin
AAML
37
2
0
06 Feb 2024
Unraveling the Key of Machine Learning Solutions for Android Malware
  Detection
Unraveling the Key of Machine Learning Solutions for Android Malware Detection
Jiahao Liu
Jun Zeng
Fabio Pierazzi
Lorenzo Cavallaro
Zhenkai Liang
AAML
31
8
0
05 Feb 2024
A Generative Approach to Surrogate-based Black-box Attacks
A Generative Approach to Surrogate-based Black-box Attacks
Raha Moraffah
Huan Liu
AAML
27
0
0
05 Feb 2024
DeSparsify: Adversarial Attack Against Token Sparsification Mechanisms
  in Vision Transformers
DeSparsify: Adversarial Attack Against Token Sparsification Mechanisms in Vision Transformers
Oryan Yehezkel
Alon Zolfi
Amit Baras
Yuval Elovici
A. Shabtai
AAML
40
0
0
04 Feb 2024
A survey on robustness in trajectory prediction for autonomous vehicles
A survey on robustness in trajectory prediction for autonomous vehicles
Jeroen Hagenus
Frederik Baymler Mathiesen
J. Schumann
Arkady Zgonnikov
40
3
0
02 Feb 2024
Double-Dip: Thwarting Label-Only Membership Inference Attacks with
  Transfer Learning and Randomization
Double-Dip: Thwarting Label-Only Membership Inference Attacks with Transfer Learning and Randomization
Arezoo Rajabi
Reeya Pimple
Aiswarya Janardhanan
Surudhi Asokraj
Bhaskar Ramasubramanian
Radha Poovendran
20
0
0
02 Feb 2024
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance
Wenqi Wei
Ling Liu
36
16
0
02 Feb 2024
Manipulating Predictions over Discrete Inputs in Machine Teaching
Manipulating Predictions over Discrete Inputs in Machine Teaching
Xiaodong Wu
Yufei Han
H. Dahrouj
Jianbing Ni
Zhenwen Liang
Xiangliang Zhang
26
0
0
31 Jan 2024
Unified Physical-Digital Face Attack Detection
Unified Physical-Digital Face Attack Detection
Hao Fang
Ajian Liu
Haocheng Yuan
Junze Zheng
Dingheng Zeng
...
Jiankang Deng
Sergio Escalera
Xiaoming Liu
Jun Wan
Zhen Lei
CVBM
AAML
26
13
0
31 Jan 2024
Better Representations via Adversarial Training in Pre-Training: A
  Theoretical Perspective
Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective
Yue Xing
Xiaofeng Lin
Qifan Song
Yi Tian Xu
Belinda Zeng
Guang Cheng
SSL
37
0
0
26 Jan 2024
Set-Based Training for Neural Network Verification
Set-Based Training for Neural Network Verification
Lukas Koller
Tobias Ladner
Matthias Althoff
AAML
53
1
0
26 Jan 2024
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off
  in Adversarial Training
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training
Shruthi Gowda
Bahram Zonooz
Elahe Arani
AAML
40
2
0
26 Jan 2024
Black-Box Access is Insufficient for Rigorous AI Audits
Black-Box Access is Insufficient for Rigorous AI Audits
Stephen Casper
Carson Ezell
Charlotte Siegmann
Noam Kolt
Taylor Lynn Curtis
...
Michael Gerovitch
David Bau
Max Tegmark
David M. Krueger
Dylan Hadfield-Menell
AAML
45
78
0
25 Jan 2024
Sparse and Transferable Universal Singular Vectors Attack
Sparse and Transferable Universal Singular Vectors Attack
Kseniia Kuvshinova
Olga Tsymboi
Ivan Oseledets
AAML
45
0
0
25 Jan 2024
A Training-Free Defense Framework for Robust Learned Image Compression
A Training-Free Defense Framework for Robust Learned Image Compression
Myungseo Song
Jinyoung Choi
Bohyung Han
AAML
27
4
0
22 Jan 2024
Momentum-SAM: Sharpness Aware Minimization without Computational Overhead
Momentum-SAM: Sharpness Aware Minimization without Computational Overhead
Marlon Becker
Frederick Altrock
Benjamin Risse
82
5
0
22 Jan 2024
CARE: Ensemble Adversarial Robustness Evaluation Against Adaptive
  Attackers for Security Applications
CARE: Ensemble Adversarial Robustness Evaluation Against Adaptive Attackers for Security Applications
Hangsheng Zhang
Jiqiang Liu
Jinsong Dong
AAML
26
1
0
20 Jan 2024
FIMBA: Evaluating the Robustness of AI in Genomics via Feature
  Importance Adversarial Attacks
FIMBA: Evaluating the Robustness of AI in Genomics via Feature Importance Adversarial Attacks
Heorhii Skovorodnikov
Hoda AlKhzaimi
AAML
32
2
0
19 Jan 2024
ContextMix: A context-aware data augmentation method for industrial
  visual inspection systems
ContextMix: A context-aware data augmentation method for industrial visual inspection systems
Hyungmin Kim
Donghun Kim
Pyunghwan Ahn
Sungho Suh
Hansang Cho
Junmo Kim
36
2
0
18 Jan 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain
  Generalization
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization
Guanglin Zhou
Zhongyi Han
Shiming Chen
Erdun Gao
Liming Zhu
Tongliang Liu
Lina Yao
Kun Zhang
37
3
0
18 Jan 2024
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative
  Adversarial Networks
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative Adversarial Networks
Giovanni Pasqualino
Luca Guarnera
A. Ortis
Sebastiano Battiato
MedIm
37
3
0
17 Jan 2024
Robust Localization of Key Fob Using Channel Impulse Response of Ultra
  Wide Band Sensors for Keyless Entry Systems
Robust Localization of Key Fob Using Channel Impulse Response of Ultra Wide Band Sensors for Keyless Entry Systems
A. Kolli
Filippo Casamassima
Horst Possegger
Horst Bischof
AAML
30
1
0
16 Jan 2024
ML-On-Rails: Safeguarding Machine Learning Models in Software Systems A
  Case Study
ML-On-Rails: Safeguarding Machine Learning Models in Software Systems A Case Study
Hala Abdelkader
Mohamed Abdelrazek
Scott Barnett
Jean-Guy Schneider
Priya Rani
Rajesh Vasa
45
3
0
12 Jan 2024
Exploring Vulnerabilities of No-Reference Image Quality Assessment
  Models: A Query-Based Black-Box Method
Exploring Vulnerabilities of No-Reference Image Quality Assessment Models: A Query-Based Black-Box Method
Chenxi Yang
Yujia Liu
Dingquan Li
Tingting Jiang
42
6
0
10 Jan 2024
Machine unlearning through fine-grained model parameters perturbation
Machine unlearning through fine-grained model parameters perturbation
Zhiwei Zuo
Zhuo Tang
KenLi Li
Anwitaman Datta
AAML
MU
31
0
0
09 Jan 2024
LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using
  Adversarial Training
LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training
Khoi M. Le
Trinh Pham
Tho Quan
Anh Tuan Luu
27
7
0
09 Jan 2024
DOEPatch: Dynamically Optimized Ensemble Model for Adversarial Patches
  Generation
DOEPatch: Dynamically Optimized Ensemble Model for Adversarial Patches Generation
Wenyi Tan
Yang Li
Chenxing Zhao
Zhunga Liu
Quanbiao Pan
AAML
33
3
0
28 Dec 2023
Adversarial Attacks on LoRa Device Identification and Rogue Signal
  Detection with Deep Learning
Adversarial Attacks on LoRa Device Identification and Rogue Signal Detection with Deep Learning
Y. Sagduyu
T. Erpek
24
2
0
27 Dec 2023
Robustness Verification for Knowledge-Based Logic of Risky Driving
  Scenes
Robustness Verification for Knowledge-Based Logic of Risky Driving Scenes
Xia Wang
Anda Liang
Jonathan Sprinkle
Taylor T. Johnson
32
4
0
27 Dec 2023
Robust Survival Analysis with Adversarial Regularization
Robust Survival Analysis with Adversarial Regularization
Michael Potter
Stefano Maxenti
Michael Everett
AAML
29
0
0
26 Dec 2023
GanFinger: GAN-Based Fingerprint Generation for Deep Neural Network
  Ownership Verification
GanFinger: GAN-Based Fingerprint Generation for Deep Neural Network Ownership Verification
Huali Ren
Anli Yan
Xiaojun Ren
Peigen Ye
Chong-zhi Gao
Zhili Zhou
Jin Li
22
0
0
25 Dec 2023
How Smooth Is Attention?
How Smooth Is Attention?
Valérie Castin
Pierre Ablin
Gabriel Peyré
AAML
45
9
0
22 Dec 2023
ARBiBench: Benchmarking Adversarial Robustness of Binarized Neural
  Networks
ARBiBench: Benchmarking Adversarial Robustness of Binarized Neural Networks
Peng Zhao
Jiehua Zhang
Bowen Peng
Longguang Wang
Yingmei Wei
Yu Liu
Li Liu
AAML
42
0
0
21 Dec 2023
PGN: A perturbation generation network against deep reinforcement
  learning
PGN: A perturbation generation network against deep reinforcement learning
Xiangjuan Li
Feifan Li
Yang Li
Quanbiao Pan
AAML
27
2
0
20 Dec 2023
Towards Efficient Verification of Quantized Neural Networks
Towards Efficient Verification of Quantized Neural Networks
Pei Huang
Haoze Wu
Yuting Yang
Ieva Daukantas
Min Wu
Yedi Zhang
Clark W. Barrett
MQ
43
12
0
20 Dec 2023
Robust Node Representation Learning via Graph Variational Diffusion
  Networks
Robust Node Representation Learning via Graph Variational Diffusion Networks
Jun Zhuang
M. A. Hasan
30
7
0
18 Dec 2023
Perturbation-Invariant Adversarial Training for Neural Ranking Models:
  Improving the Effectiveness-Robustness Trade-Off
Perturbation-Invariant Adversarial Training for Neural Ranking Models: Improving the Effectiveness-Robustness Trade-Off
Yuansan Liu
Ruqing Zhang
Mingkun Zhang
Wei Chen
Maarten de Rijke
Jiafeng Guo
Xueqi Cheng
AAML
38
8
0
16 Dec 2023
LogoStyleFool: Vitiating Video Recognition Systems via Logo Style
  Transfer
LogoStyleFool: Vitiating Video Recognition Systems via Logo Style Transfer
Yuxin Cao
Ziyu Zhao
Xi Xiao
Derui Wang
Minhui Xue
Jin Lu
AAML
29
4
0
15 Dec 2023
Continual Adversarial Defense
Continual Adversarial Defense
Qian Wang
Yaoyao Liu
Hefei Ling
Yingwei Li
Qihao Liu
Ping Li
AAML
69
4
0
15 Dec 2023
Efficient Representation of the Activation Space in Deep Neural Networks
Efficient Representation of the Activation Space in Deep Neural Networks
Tanya Akumu
C. Cintas
G. Tadesse
Adebayo Oshingbesan
Skyler Speakman
E. McFowland
AAML
38
0
0
13 Dec 2023
DTA: Distribution Transform-based Attack for Query-Limited Scenario
DTA: Distribution Transform-based Attack for Query-Limited Scenario
Renyang Liu
Wei Zhou
Xin Jin
Song Gao
Yuanyu Wang
Ruxin Wang
21
0
0
12 Dec 2023
An adversarial attack approach for eXplainable AI evaluation on deepfake
  detection models
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models
Balachandar Gowrisankar
V. Thing
AAML
36
11
0
08 Dec 2023
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