HyperAIHyperAI

Command Palette

Search for a command to run...

Adversarial Defense

Developing techniques to protect models from adversarial attacks, including detection, purification, and certified robustness methods.

Leaderboard

100 models total

Benchmarks

CIFAR-10
Stochastic-LWTA/PGD/WideResNet-34-10
CIFAR-100
ImageNet
ResNet-101
MNIST
Defense GAN
DTD
Euro SAT
MM-SafetyBench
SafeEdit
CALTECH-101
Cora
CIFAR10
Tiny-ImageNet
ImageNette
ImageNet-1K
Polblogs
UCF-101
Food-101
Pets
SUN-397
AG-News
Flowers
GitHub
Jailbreak-Bench
Citeseer
Cora-ML
GTSRB
GSM-8K
SST-2
AdvBench
Flower-102
Heroku
Pubmed
Cars
CSQA
HADES
VLSbench
Aircraft
pop-up dataset (Ma et al.)
AutoDAN
GCG
MathQA
Agent-Dojo
CIFAR-10-LT
CIFAR-100 LT
DAN
DRSAFEBENCH
F-mnist
ImageNet-R
IMDB
MATH
MR
OR-Bench
Oxford-pets
pop-up dataset
STL-10
WildGuard
WildJailbreak
bank
breast
cifar10:0v5
cifar10:0v6
cifar10:4v8
collision-det
Diabetes
F-mnist2v5
F-mnist3v4
F-mnist7v9
GesDvP
har1v2
ImageNet (non-targeted PGD, max perturbation=4)
SAT-EfficientNet-L1
ImageNet-V2
ionos
Japan3v4
mnist-1-5
mnist-2-6
spam
Tiny-ImageNet-LT
wine
XSTest
Airport
Badnet
Caltech-256
Common-senseQA
CTBA
Disease
FGVC
Gandalf Ignore
Gandalf Summarization
ImageNet-A
ImageNet-Sketch
InjecAgent
MMLU
MRPC
MTBA
PAP
PCAM
PoisonRAG
Questions1000
SciQ
SciTail
Sleeper
SOCIALCHEM
TensorTrust Extraction
TensorTrust Hijacking
VPI
Wikidata
AIM
B²-style backdoor attack benchmark
Cipher
Enron Email
FigImg
FigTxt
HealthCareMagic
ImageNet (targeted PGD, max perturbation=16)
ResNet-152 Denoise
IMDB-BINARY
IMDB-MULTI
JailBreakV-28K
Jailbroken
MM-SafetyBench++
Multilingual
Office-Home
Oxford Pet
RealToxicprompts
Redacted Circuit Breaker Dataset
ReNeLLM
Stanford-Cars
Twitter
Weibo
Beaver Tails
BookSum
CATQA
CelebA-HQ
CelebA-HQ-Dialog
Fashion-MNIST
FGV-CAircraft
Fictitious Website
Flowers-102
Food
HarmfulQA
ImageNet-S
Jailbreak Attacks
MS-COCO
PACS
QNLI
Real Website
RealNews subset of C4
Reddit-TIFU
Stanf.Cars
SUN
Yelp
11-dataset average
A-OKVQA
AG's News
Alibaba-iFashion
AliF
APRICOT
ARC-e
BlogCatalog
BoolQ
C-MNIST
CAAD 2018
Feature Denoising
Caltech
Celeb-A
CIFAT10
Citecer
COLLAB
Country-211
COVID-19 Image Data Collection
Credit Card Fraud Detection
CREMA-D
CropDisease
D&D
Digits
Domain-Net
ENZYMES
ER_MD
Flower
Flower-17
GQA
IMDB-B
ISIC
Jailbreak
Last-FM
LFW
LibriTTS
MaliciousInstruct
MIND
miniimagenet-1
Auto Encoder-Block Switching defense with GradCAM
MM MU
MMBench-CN
MMBench-EN
ModelNet-40
MSRC_9
MUTAG
MVSA
NCI1
NYU-Depth V2
OGB-Arxiv
Ogbn-Arxiv
Photo
Proteins
REDDIT-B
REDDIT-BINARY
Refusal
RSB
ScanObjectNN
ScienceQA
SEED-Bench
SIQA
Standford Cars
STL
SUN RGB-D
Tiny-IN
unknown
VCTK
VisDA