#Robustness

Showing 35 of 35 repositories tagged #robustness, ranked by stars

microsoftarchive
microsoftarchive
promptbench

A unified evaluation framework for large language models

Score
100
β˜… 2.8k β‘‚ 220 β€”
Python
BorealisAI
BorealisAI
advertorch

A Toolbox for Adversarial Robustness Research

Score
0
β˜… 1.4k β‘‚ 197 +1/day
Jupyter Notebook
hendrycks
hendrycks
robustness

Corruption and Perturbation Robustness (ICLR 2019)

Score
100
β˜… 1.2k β‘‚ 150 +2/day
Python
jxzhangjhu
jxzhangjhu
Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

Score
86
β˜… 826 β‘‚ 59 β€”
weijiaheng
weijiaheng
Advances-in-Label-Noise-Learning

A curated (most recent) list of resources for Learning with Noisy Labels

Score
94
β˜… 732 β‘‚ 65 β€”
MadryLab
MadryLab
photoguard

Raising the Cost of Malicious AI-Powered Image Editing

Score
88
β˜… 684 β‘‚ 69 β€”
Jupyter Notebook
pterhoer
pterhoer
FaceImageQuality

Code and information for face image quality assessment with SER-FIQ

Score
82
β˜… 577 β‘‚ 91 β€”
Python
diffusion-classifier
diffusion-classifier
diffusion-classifier

Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training

Score
76
β˜… 491 β‘‚ 44 β€”
Python
MinghuiChen43
MinghuiChen43
awesome-trustworthy-deep-learning

A curated list of trustworthy deep learning papers. Continually updating...

Score
100
β˜… 388 β‘‚ 45 β€”
clovaai
clovaai
assembled-cnn

Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"

Score
65
β˜… 326 β‘‚ 41 β€”
Python
avilum
avilum
linqit

Extend python lists operations using .NET's LINQ syntax for clean and fast coding.

Score
100
β˜… 255 β‘‚ 14 β€”
Python
wxjiao
wxjiao
Is-ChatGPT-A-Good-Translator

A preliminary evaluation of ChatGPT/GPT-4 for machine translation.

Score
71
β˜… 249 β‘‚ 16 β€”
Python
Giskard-AI
Giskard-AI
awesome-ai-safety

πŸ“š A curated list of papers & technical articles on AI Quality & Safety

Score
59
β˜… 219 β‘‚ 38 β€”
fiddler-labs
fiddler-labs
fiddler-auditor

Fiddler Auditor is a tool to evaluate language models.

Score
57
β˜… 193 β‘‚ 24 +1/day
Python
marketcalls
marketcalls
vectorbt-backtesting-skills

Agentic coding skills for backtesting trading strategies using VectorBT. Supports Indian, US, and Crypto markets with realistic transaction cost modeling, TA-Lib indicators, QuantStats tearsheets, and 12 ready-made strategy templates.

Score
0
β˜… 168 β‘‚ 42 +2/day
Python
safreita1
safreita1
TIGER

Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)

Score
0
β˜… 164 β‘‚ 29 β€”
Python
FreedomIntelligence
FreedomIntelligence
Evaluation-of-ChatGPT-on-Information-Extraction

An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extraction (EE) and Aspect-based Sentiment Analysis (ABSA).

Score
43
β˜… 134 β‘‚ 11 β€”
Python
weitianxin
weitianxin
awesome-distribution-shift

A curated list of papers and resources about the distribution shift in machine learning.

Score
47
β˜… 128 β‘‚ 9 β€”
rgeirhos
rgeirhos
shortcut-perspective

Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)

Score
33
β˜… 100 β‘‚ 15 β€”
Python
UCSC-REAL
UCSC-REAL
negative-label-smoothing

[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"

Score
0
β˜… 99 β‘‚ 8 β€”
Python
hendrycks
hendrycks
pre-training

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

Score
67
β˜… 99 β‘‚ 18 β€”
Python
johnno1962
johnno1962
Fortify

Making Swift more robust

Score
0
β˜… 97 β‘‚ 6 β€”
Swift
AaronCIH
AaronCIH
APGCC

ECCV24 - Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance

Score
41
β˜… 92 β‘‚ 26 β€”
Python
AI-secure
AI-secure
VeriGauge

A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]

Score
29
β˜… 90 β‘‚ 7 β€”
C
UCSC-VLAA
UCSC-VLAA
vllm-safety-benchmark

[ECCV 2024] Official PyTorch Implementation of "How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs"

Score
29
β˜… 89 β‘‚ 5 +1/day
Python
yfzhang114
yfzhang114
AdaNPC

This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.

Score
24
β˜… 87 β‘‚ 7 β€”
Python
zhangchbin
zhangchbin
OnlineLabelSmoothing

The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021

Score
35
β˜… 82 β‘‚ 12 β€”
Python
xxxnell
xxxnell
spatial-smoothing

(ICML 2022) Official PyTorch implementation of β€œBlurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

Score
0
β˜… 80 β‘‚ 7 β€”
Python
cambridge-mlg
cambridge-mlg
DUN

Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

Score
18
β˜… 79 β‘‚ 11 β€”
Jupyter Notebook
AakashKumarNain
AakashKumarNain
AugMix_TF2

TF2.0 port for Augmix paper

Score
12
β˜… 79 β‘‚ 11 β€”
Python
JerryX1110
JerryX1110
RPCMVOS

[AAAI22 Oral] Reliable Propagation-Correction Modulation for Video Object Segmentation

Score
6
β˜… 78 β‘‚ 10 β€”
Python
Xiaohao-Xu
Xiaohao-Xu
SLAM-under-Perturbation

[ICLR 2025] Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video

Score
53
β˜… 58 β‘‚ 2 β€”
C++
chenshuang-zhang
chenshuang-zhang
imagenet_d

[CVPR 2024 Highlight] ImageNet-D

Score
14
β˜… 47 β‘‚ 5 β€”
Python
JuliaReach
JuliaReach
ClosedLoopReachability.jl

Reachability analysis for closed-loop control systems in Julia

Score
71
β˜… 47 β‘‚ 4 β€”
Polar
CeMOS-IS
CeMOS-IS
GenFormer

[ICPR 2024] Official repository of the paper "GenFormer - Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets"

Score
0
β˜… 16 β‘‚ 1 β€”
Python
Related Topics
#deep-learning#computer-vision#machine-learning#adversarial-attacks#pytorch#benchmark#chatgpt#classification#uncertainty#evaluation#adversarial-examples#domain-generalization

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