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SmoothMix: Training Confidence-calibrated Smoothed Classifiers for
  Certified Robustness

SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness

17 November 2021
Jongheon Jeong
Sejun Park
Minkyu Kim
Heung-Chang Lee
Do-Guk Kim
Jinwoo Shin
    AAML
ArXivPDFHTML

Papers citing "SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness"

16 / 16 papers shown
Title
Robust Representation Consistency Model via Contrastive Denoising
Robust Representation Consistency Model via Contrastive Denoising
Jiachen Lei
Julius Berner
Jiongxiao Wang
Zhongzhu Chen
Zhongjia Ba
Kui Ren
Jun Zhu
Anima Anandkumar
DiffM
77
0
0
22 Jan 2025
Average Certified Radius is a Poor Metric for Randomized Smoothing
Average Certified Radius is a Poor Metric for Randomized Smoothing
Chenhao Sun
Yuhao Mao
Mark Niklas Muller
Martin Vechev
AAML
36
0
0
09 Oct 2024
SPLITZ: Certifiable Robustness via Split Lipschitz Randomized Smoothing
SPLITZ: Certifiable Robustness via Split Lipschitz Randomized Smoothing
Meiyu Zhong
Ravi Tandon
36
3
0
03 Jul 2024
Certifying Adapters: Enabling and Enhancing the Certification of
  Classifier Adversarial Robustness
Certifying Adapters: Enabling and Enhancing the Certification of Classifier Adversarial Robustness
Jieren Deng
Hanbin Hong
A. Palmer
Xin Zhou
Jinbo Bi
Kaleel Mahmood
Yuan Hong
Derek Aguiar
AAML
40
0
0
25 May 2024
Towards Certification of Uncertainty Calibration under Adversarial Attacks
Towards Certification of Uncertainty Calibration under Adversarial Attacks
Cornelius Emde
Francesco Pinto
Thomas Lukasiewicz
Philip H. S. Torr
Adel Bibi
AAML
42
0
0
22 May 2024
Accelerated Smoothing: A Scalable Approach to Randomized Smoothing
Accelerated Smoothing: A Scalable Approach to Randomized Smoothing
Devansh Bhardwaj
Kshitiz Kaushik
Sarthak Gupta
AAML
24
0
0
12 Feb 2024
Fast Certification of Vision-Language Models Using Incremental
  Randomized Smoothing
Fast Certification of Vision-Language Models Using Incremental Randomized Smoothing
Ashutosh Nirala
Ameya Joshi
Chinmay Hegde
S Sarkar
VLM
33
0
0
15 Nov 2023
Promoting Robustness of Randomized Smoothing: Two Cost-Effective
  Approaches
Promoting Robustness of Randomized Smoothing: Two Cost-Effective Approaches
Linbo Liu
T. Hoang
Lam M. Nguyen
Tsui-Wei Weng
AAML
19
0
0
11 Oct 2023
Confidence-aware Training of Smoothed Classifiers for Certified
  Robustness
Confidence-aware Training of Smoothed Classifiers for Certified Robustness
Jongheon Jeong
Seojin Kim
Jinwoo Shin
AAML
19
7
0
18 Dec 2022
Accelerating Certified Robustness Training via Knowledge Transfer
Accelerating Certified Robustness Training via Knowledge Transfer
Pratik Vaishnavi
Kevin Eykholt
Amir Rahmati
16
7
0
25 Oct 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for
  Robust Electrocardiogram Prediction
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction
Jiacheng Zhu
Jielin Qiu
Zhuolin Yang
Douglas Weber
M. Rosenberg
Emerson Liu
Bo-wen Li
Ding Zhao
OOD
28
13
0
02 Aug 2022
Provably Adversarially Robust Nearest Prototype Classifiers
Provably Adversarially Robust Nearest Prototype Classifiers
Václav Voráček
Matthias Hein
AAML
20
11
0
14 Jul 2022
Adversarial Robustness of Deep Neural Networks: A Survey from a Formal
  Verification Perspective
Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective
Mark Huasong Meng
Guangdong Bai
Sin Gee Teo
Zhe Hou
Yan Xiao
Yun Lin
J. Dong
AAML
21
43
0
24 Jun 2022
Smooth-Reduce: Leveraging Patches for Improved Certified Robustness
Smooth-Reduce: Leveraging Patches for Improved Certified Robustness
Ameya Joshi
Minh Pham
Minsu Cho
Leonid Boytsov
Filipe Condessa
J. Zico Kolter
C. Hegde
UQCV
AAML
18
2
0
12 May 2022
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
Jang-Hyun Kim
Wonho Choo
Hosan Jeong
Hyun Oh Song
197
176
0
05 Feb 2021
Adversarial Vertex Mixup: Toward Better Adversarially Robust
  Generalization
Adversarial Vertex Mixup: Toward Better Adversarially Robust Generalization
Saehyung Lee
Hyungyu Lee
Sungroh Yoon
AAML
161
113
0
05 Mar 2020
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