CleverHans Lab (@cleverhans-lab)

Top repositories

1

cleverhans

An adversarial example library for constructing attacks, building defenses, and benchmarking both
Jupyter Notebook
6,085
star
2

machine-unlearning

Python
138
star
3

Proof-of-Learning

Python
44
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4

entangled-watermark

Python
39
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5

dataset-inference

[ICLR'21] Dataset Inference for Ownership Resolution in Machine Learning
Jupyter Notebook
28
star
6

capc-iclr

CaPC is a method that enables collaborating parties to improve their own local heterogeneous machine learning models in a setting where both confidentiality and privacy need to be preserved to prevent explicit and implicit sharing of private data.
Python
26
star
7

unrolling-sgd

code release for "Unrolling SGD: Understanding Factors Influencing Machine Unlearning" published at EuroS&P'22
Python
20
star
8

verifiable-unlearning

Python
13
star
9

model-extraction-iclr

Python
11
star
10

DeCaPH

Python
7
star
11

deepfake_attribution

Python
5
star
12

Zest-Model-Distance

Python
5
star
13

DatasetInferenceForSelfSupervisedModels

Python
5
star
14

capc-demo

capc-demo
Jupyter Notebook
4
star
15

FRAUD-Detect

Official implementation of Washing The Unwashable : On The (Im)possibility of Fairwashing Detection, NeurIPS 2022
Python
4
star
16

ssl-attacks-defenses

On the Difficulty of Defending Self-Supervised Learning against Model Extraction
Python
3
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17

Forging

Jupyter Notebook
1
star
18

monte-carlo-adv

Python
1
star
19

private-multi-winner-voting

New privacy-preserving mechanisms for multi-label classification.
Python
1
star
20

PrivatePrompts

Code for the differential learning algorithms for soft and discrete prompts.
Python
1
star