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A Comprehensive Evaluation Framework for Deep Model Robustness

A Comprehensive Evaluation Framework for Deep Model Robustness

24 January 2021
Jun Guo
Wei Bao
Jiakai Wang
Yuqing Ma
Xing Gao
Gang Xiao
Aishan Liu
Zehao Zhao
Xianglong Liu
Wenjun Wu
    AAML
    ELM
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Papers citing "A Comprehensive Evaluation Framework for Deep Model Robustness"

14 / 14 papers shown
Title
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings
Zonghao Ying
Guangyi Zheng
Yongxin Huang
Deyue Zhang
Wenxin Zhang
Quanchen Zou
Aishan Liu
Xianglong Liu
Dacheng Tao
ELM
79
6
0
19 Mar 2025
Do ImageNet-trained models learn shortcuts? The impact of frequency shortcuts on generalization
Do ImageNet-trained models learn shortcuts? The impact of frequency shortcuts on generalization
Shunxin Wang
Raymond N. J. Veldhuis
N. Strisciuglio
VLM
77
0
0
05 Mar 2025
GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models
  via Counterfactual Probing
GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing
Yisong Xiao
Aishan Liu
QianJia Cheng
Zhenfei Yin
Siyuan Liang
Jiapeng Li
Jing Shao
Xianglong Liu
Dacheng Tao
51
4
0
30 Jun 2024
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples
Antonio Emanuele Cinà
Jérôme Rony
Maura Pintor
Luca Demetrio
Ambra Demontis
Battista Biggio
Ismail Ben Ayed
Fabio Roli
ELM
AAML
SILM
44
8
0
30 Apr 2024
REFRESH: Responsible and Efficient Feature Reselection Guided by SHAP
  Values
REFRESH: Responsible and Efficient Feature Reselection Guided by SHAP Values
Shubham Sharma
Sanghamitra Dutta
Emanuele Albini
Freddy Lecue
Daniele Magazzeni
Manuela Veloso
40
1
0
13 Mar 2024
Isolation and Induction: Training Robust Deep Neural Networks against
  Model Stealing Attacks
Isolation and Induction: Training Robust Deep Neural Networks against Model Stealing Attacks
Jun Guo
Aishan Liu
Xingyu Zheng
Siyuan Liang
Yisong Xiao
Yichao Wu
Xianglong Liu
AAML
38
12
0
02 Aug 2023
A Comprehensive Study on the Robustness of Image Classification and
  Object Detection in Remote Sensing: Surveying and Benchmarking
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking
Shaohui Mei
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Lap-Pui Chau
AAML
26
11
0
21 Jun 2023
Latent Imitator: Generating Natural Individual Discriminatory Instances
  for Black-Box Fairness Testing
Latent Imitator: Generating Natural Individual Discriminatory Instances for Black-Box Fairness Testing
Yisong Xiao
Aishan Liu
Tianlin Li
Xianglong Liu
22
26
0
19 May 2023
A Comprehensive Study on Robustness of Image Classification Models:
  Benchmarking and Rethinking
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking
Chang-Shu Liu
Yinpeng Dong
Wenzhao Xiang
X. Yang
Hang Su
Junyi Zhu
YueFeng Chen
Yuan He
H. Xue
Shibao Zheng
OOD
VLM
AAML
33
74
0
28 Feb 2023
BiBench: Benchmarking and Analyzing Network Binarization
BiBench: Benchmarking and Analyzing Network Binarization
Haotong Qin
Mingyuan Zhang
Yifu Ding
Aoyu Li
Zhongang Cai
Ziwei Liu
Feng Yu
Xianglong Liu
MQ
AAML
37
36
0
26 Jan 2023
The Vanishing Decision Boundary Complexity and the Strong First
  Component
The Vanishing Decision Boundary Complexity and the Strong First Component
Hengshuai Yao
UQCV
36
0
0
25 Nov 2022
Towards Comprehensive Testing on the Robustness of Cooperative
  Multi-agent Reinforcement Learning
Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning
Jun Guo
Yonghong Chen
Yihang Hao
Zixin Yin
Yin Yu
Simin Li
AAML
32
32
0
17 Apr 2022
RobustBench: a standardized adversarial robustness benchmark
RobustBench: a standardized adversarial robustness benchmark
Francesco Croce
Maksym Andriushchenko
Vikash Sehwag
Edoardo Debenedetti
Nicolas Flammarion
M. Chiang
Prateek Mittal
Matthias Hein
VLM
234
678
0
19 Oct 2020
Adversarial examples in the physical world
Adversarial examples in the physical world
Alexey Kurakin
Ian Goodfellow
Samy Bengio
SILM
AAML
287
5,842
0
08 Jul 2016
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