SRI Lab, ETH Zurich (@eth-sri)
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Top repositories

1

lmql

A language for constraint-guided and efficient LLM programming.
Python
3,619
star
2

silq

Q#
608
star
3

securify2

Securify v2.0
Solidity
587
star
4

debin

Machine Learning to Deobfuscate Binaries
Python
412
star
5

eran

ETH Robustness Analyzer for Deep Neural Networks
Python
313
star
6

diffai

A certifiable defense against adversarial examples by training neural networks to be provably robust
Python
217
star
7

securify

[DEPRECATED] Security Scanner for Ethereum Smart Contracts
Java
215
star
8

Nice2Predict

Learning framework for program property prediction
C++
201
star
9

language-model-arithmetic

Controlled Text Generation via Language Model Arithmetic
Python
201
star
10

ilf

AI based fuzzer based on imitation learning
Python
149
star
11

ELINA

ELINA: ETH LIbrary for Numerical Analysis
C++
129
star
12

psi

Exact Inference Engine for Probabilistic Programs
JetBrains MPS
123
star
13

sven

Python
95
star
14

dl2

DL2 is a framework that allows training neural networks with logical constraints over numerical values in the network (e.g. inputs, outputs, weights) and to query networks for inputs fulfilling a logical formula.
Python
82
star
15

zkay

A programming language and compiler which enable automatic compilation of intuitive data privacy specifications to NIZK-enabled private smart contracts.
Python
81
star
16

astarix

AStarix: Fast and Optimal Sequence-to-Graph Aligner
C++
72
star
17

TFix

JavaScript
66
star
18

fastsmt

Learning to Solve SMT Formulas Fast
SMT
63
star
19

learch

C++
38
star
20

llmprivacy

Python
36
star
21

soltix

SOLTIX: Scalable automated framework for testing Solidity compilers.
Java
33
star
22

ChatProtect

This is the code for the paper "Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation".
Python
33
star
23

probabilistic-forecasts-attacks

Python
30
star
24

colt

Convex Layerwise Adversarial Training (COLT)
Python
29
star
25

SafeCoder

Python
27
star
26

lcifr

Learning Certified Individually Fair Representations
Python
24
star
27

adaptive-auto-attack

Python
23
star
28

dp-sniper

A machine-learning-based tool for discovering differential privacy violations in black-box algorithms.
Python
23
star
29

verx-benchmarks

20
star
30

lamp

LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)
Python
20
star
31

dp-finder

Differential Privacy Testing System
Python
19
star
32

bayonet

Probabilistic Computer Network Analysis
D
18
star
33

phoenix

Private and Reliable Neural Network Inference (CCS '22)
C++
18
star
34

fnf

Python
16
star
35

EventRacer

A race detection tool for event driven applications.
C++
16
star
36

learning-real-bug-detector

Python
16
star
37

lassi

Latent Space Smoothing for Individually Fair Representations (ECCV 2022)
Python
15
star
38

deepg

Certifying Geometric Robustness of Neural Networks
Python
15
star
39

vscode-silq

TypeScript
15
star
40

zapper

Rust
15
star
41

robust-code

Adversarial Robustness for Code
Python
13
star
42

watermark-stealing

Watermark Stealing in Large Language Models (ICML '24)
Python
13
star
43

guiding-synthesizers

Guiding Program Synthesis by Learning to Generate Examples
Python
12
star
44

learning-to-configure-networks

[NeurIPS'22] Learning to Configure Computer Networks with Neural Algorithmic Reasoning
12
star
45

SABR

Python
11
star
46

bayes-framework-leakage

Python
11
star
47

smoothing-ensembles

[ICLR 2022] Boosting Randomized Smoothing with Variance Reduced Classifiers
Python
11
star
48

UniversalCertificationTheory

Universal Approximation with Certified Networks
Python
10
star
49

llm-quantization-attack

Python
10
star
50

eth-sri.github.io

SRI Group Website
HTML
9
star
51

ModelsPHOG

Synthesized models for PHOG to make the results reproducible by the research community
C++
9
star
52

segmentation-smoothing

Provable robustness for segmentation tasks.
9
star
53

3dcertify

3DCertify is the first verifier to certify robustness of point cloud models against semantic transformations and point perturbations
Python
8
star
54

prover

Verifier for Deep Neural Network Audio Processing
Python
7
star
55

proof-sharing

CAV'22 paper to speed up Neural Network Verification.
Python
7
star
56

mn-bab

[ICLR 2022] Complete Verification via Multi-Neuron Relaxation Guided Branch-and-Bound
Python
7
star
57

ACE

Python
7
star
58

DFENCE

Dynamic Analysis and Synthesis System for Relaxed Memory Models
C++
6
star
59

Delta-Siege

Python
6
star
60

automated-error-analysis

Automated Classification of Model Errors on ImageNet (NeurIPS 2023)
Jupyter Notebook
6
star
61

R4

C++
5
star
62

drs

[NeurIPS 2022] (De-)Randomized Smoothing for Decision Stump Ensembles
Terra
4
star
63

paradox

On the Paradox of Certified Training (TMLR 10/2022)
Python
4
star
64

fare

FARE: Provably Fair Representation Learning with Practical Certificates (ICML '23)
Shell
4
star
65

Unqomp

Automated Uncomputation for Quantum Programs
Python
4
star
66

fairness-feedback-nlp

Human-Guided Fair Classification for NLP (ICLR 2023, Spotlight)
Python
4
star
67

Spire

C#
3
star
68

TAPS

Python
3
star
69

inferui

InferUI: Robust Relational Layouts Synthesis from Examples for Android
C++
3
star
70

abstraqt

OpenQASM
3
star
71

transformation-smoothing

Randomized Smoothing for Parametric (Image) Transformations
Python
3
star
72

cuts

Python
3
star
73

ACES

[SRML@ICLR 2022] Robust and Accurate -- Compositional Architectures for Randomized Smoothing
Python
2
star
74

synthetiq

OpenQASM
2
star
75

DeepT

Python
2
star
76

ncm

Trace Based Supervision for Neural Architectures
2
star
77

malicious-contamination

Python
2
star
78

CRAFT

Python
1
star
79

fedavg_leakage

Python
1
star
80

Reqomp

Python
1
star
81

ibp-propagation-tightness

Python
1
star
82

tableak

TabLeak: Tabular Data Leakage in Federated Learning
1
star
83

domino

1
star