GitHub topics: robustness

Repositories

ENSTA-U2IS-AI/Label-smoothing-Selective-classification-Code

Official implementation of the ICLR paper "Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It"

Language: Jupyter Notebook - Size: 671 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

AlexStead/rfrontier

Stata package for robust stochastic frontier analysis

Language: Stata - Size: 68.4 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 1

Core-Bioinformatics/ClustAssessPy

Language: C++ - Size: 1.82 MB - Last synced at: 1 day ago - Pushed at: 6 months ago - Stars: 3 - Forks: 0

raghavm1/RoboSignature Fork of GarvitBanga/RoboSignature

A stable diffusion model robust to Adversarial Fine Tuning to retain image watermarks

Language: Jupyter Notebook - Size: 1.64 GB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

snap-stanford/GIB

Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs

Language: Jupyter Notebook - Size: 211 KB - Last synced at: 3 days ago - Pushed at: over 2 years ago - Stars: 134 - Forks: 25

Core-Bioinformatics/ClustAssess

Tools for assessing clustering robustness

Language: R - Size: 54.8 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 23 - Forks: 4

cvlab-epfl/iter_unc

Official code for "Enabling Uncertainty Estimation in Iterative Neural Networks" (ICML 2024)

Language: Jupyter Notebook - Size: 8.37 MB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 16 - Forks: 1

iCGY96/APR

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

Language: Python - Size: 4.36 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 75 - Forks: 9

julilien/MitigatingLabelNoiseDataAmbiguation

Supplementary material and code for "Mitigating Label Noise through Data Ambiguation" as published at AAAI 2024.

Language: Python - Size: 882 KB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

estija/CMID

Code for the Conditional Mutual Information-Debiasing (CMID) method.

Language: Python - Size: 2.16 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

HashmatShadab/Robust-LLaVA

Robust-LLaVA: On the Effectiveness of Large-Scale Robust Image Encoders for Multi-modal Large Language Models

Language: Python - Size: 69.6 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

Ruuudy1/Seminar_RiskManagement

TQT Seminar/Workshop: Risk Management and Hedging Techniques in Quantitative Finance

Language: Python - Size: 1.42 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

chenshuang-zhang/imagenet_d

[CVPR 2024 Highlight] ImageNet-D

Language: Python - Size: 49.3 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 41 - Forks: 5

dynaroars/neuralsat

DPLL(T)-based Verification tool for DNNs

Language: Python - Size: 628 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 14 - Forks: 0

sato-team/Stable-Text-to-Motion-Framework

SATO: Stable Text-to-Motion Framework

Language: Jupyter Notebook - Size: 146 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 101 - Forks: 4

sfu-dis/optiql

Optimistic queue-based reader-writer lock for robust index synchronization (SIGMOD 2024)

Language: C++ - Size: 3.29 MB - Last synced at: 29 days ago - Pushed at: about 1 year ago - Stars: 24 - Forks: 1

dstl/Noisify 📦

A simple library for adding noise to data.

Language: Python - Size: 152 KB - Last synced at: 17 days ago - Pushed at: about 6 years ago - Stars: 12 - Forks: 2

HaolingZHANG/MotifEffect

Leveraging network motifs to improve artificial neural networks

Language: Python - Size: 3.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

tml-epfl/llm-past-tense

Does Refusal Training in LLMs Generalize to the Past Tense? [ICLR 2025]

Language: Python - Size: 1.06 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 60 - Forks: 8

yandex-research/structural-graph-shifts

New structural distributional shifts for evaluating graph models

Language: Python - Size: 199 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 0

SagharShafaati/Advanced-ST-GCN

Code for Advanced ST-GCN implementation, including preprocessing, training with adversarial noise, and evaluation on the MHAD dataset for 3D action recognition.

Language: Jupyter Notebook - Size: 6.84 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

sayakpaul/robustness-vit

Contains code for the paper "Vision Transformers are Robust Learners" (AAAI 2022).

Language: Jupyter Notebook - Size: 4.22 MB - Last synced at: 26 days ago - Pushed at: over 2 years ago - Stars: 126 - Forks: 18

chirag-agarwall/nifty

Code for paper https://arxiv.org/abs/2102.13186

Language: Python - Size: 12.7 MB - Last synced at: 4 months ago - Pushed at: about 4 years ago - Stars: 44 - Forks: 13

ldkong1205/PointCloud-C

Benchmarking and Analyzing Point Cloud Perception Robustness under Corruptions

Language: Python - Size: 33.8 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 158 - Forks: 22

cassidylaidlaw/perceptual-advex

Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".

Language: Python - Size: 243 KB - Last synced at: 23 days ago - Pushed at: over 3 years ago - Stars: 55 - Forks: 10

In order to control processing-induced dataset drift we require two ingredients: raw sensor data and an image processing model. This code repository contains the materials for the second ingredient, the image processing models, as well as scripts to load data and run experiments. https://arxiv.org/abs/2211.02578

Language: Python - Size: 18.8 MB - Last synced at: about 16 hours ago - Pushed at: about 2 years ago - Stars: 34 - Forks: 5

lucidrains/GAF-linear

Explorations into Gradient Agreement Filtering, proposed by Chaubard et al. at Stanford University

Language: Python - Size: 0 Bytes - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

intarchboard/draft-protocol-maintenance

Don't apply the robustness principle, look after your protocol instead

Language: Makefile - Size: 469 KB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

archiki/Robust-E2E-ASR

This repository contains the code for our upcoming paper An Investigation of End-to-End Models for Robust Speech Recognition at ICASSP 2021.

Language: Python - Size: 141 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 46 - Forks: 10

alexklwong/stereoscopic-universal-perturbations

PyTorch Implementation of Stereoscopic Universal Perturbations across Different Architectures and Datasets (CVPR 2022)

Language: Python - Size: 44 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 0

paulgavrikov/adversarial_training_vs_humans

Official repository for the CVPRW2023 paper "An Extended Study of Human-like Behavior under Adversarial Training".

Size: 7.81 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

Echo-Ji/ST-SSL

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

Language: Python - Size: 14.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 158 - Forks: 29

SyafiqRamlee/robust-radiomics-img-recon

Data repository for the study and manuscript titled "On the robustness of [18F]-FDG-PET radiomic features to variations in image acquisition and reconstruction settings: a phantom study" by Syafiq Ramlee, Maria Delgado-Ortet, Lorena Escudero Sanchez, Luigi Aloj, and Roido Manavaki.

Size: 35.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

dvlab-research/LBGAT

Learnable Boundary Guided Adversarial Training (ICCV2021)

Language: Python - Size: 910 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 36 - Forks: 2

hendrycks/pre-training

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

Language: Python - Size: 63.8 MB - Last synced at: 5 days ago - Pushed at: about 3 years ago - Stars: 100 - Forks: 18

amazon-science/factual-confidence-of-llms

Code for paper "Factual Confidence of LLMs: on Reliability and Robustness of Current Estimators"

Language: Python - Size: 182 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 1

nmndeep/revisiting-at

[NeurIPS 2023] Code for the paper "Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models"

Language: Python - Size: 1.14 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 38 - Forks: 3

ChandlerBang/GTrans

[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"

Language: Python - Size: 230 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 56 - Forks: 6

xxxnell/spatial-smoothing

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

Language: Python - Size: 17.4 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 78 - Forks: 7

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"

Language: Python - Size: 3.17 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 70 - Forks: 3

bethgelab/robust-detection-benchmark

Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)

Language: Jupyter Notebook - Size: 29.3 MB - Last synced at: 4 months ago - Pushed at: almost 6 years ago - Stars: 181 - Forks: 24

google-research/active-adversarial-tests

Official implementation of the paper "Increasing Confidence in Adversarial Robustness Evaluations"

Language: Python - Size: 5.78 MB - Last synced at: 17 days ago - Pushed at: 2 months ago - Stars: 18 - Forks: 3

ChandlerBang/SimP-GCN

Implementation of the WSDM 2021 paper "Node Similarity Preserving Graph Convolutional Networks"

Language: Python - Size: 5.58 MB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 60 - Forks: 13

lofrienger/Curri-AFDA

Curriculum-Based Augmented Fourier Domain Adaption for Robust Medical Image Segmentation - IEEE T-ASE

Language: Python - Size: 824 KB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

hila-chefer/RobustViT

[NeurIPS 2022] Official PyTorch implementation of Optimizing Relevance Maps of Vision Transformers Improves Robustness. This code allows to finetune the explainability maps of Vision Transformers to enhance robustness.

Language: Jupyter Notebook - Size: 16.6 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 127 - Forks: 13

kputtann/gms

A Generalized H-infinity Mixed Sensitivity Convex Approach to Multivariable Control Design Subject to Simultaneous Output and Input Loop-Breaking Specifications

Language: Matlab - Size: 38.1 KB - Last synced at: 5 months ago - Pushed at: over 6 years ago - Stars: 9 - Forks: 4

cvlab-epfl/zigzag

Official code for "ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference" (TMLR 2024)

Language: Jupyter Notebook - Size: 6.78 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 11 - Forks: 2

danielzuegner/robust-gcn

Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".

Language: Jupyter Notebook - Size: 6.1 MB - Last synced at: 5 months ago - Pushed at: over 4 years ago - Stars: 42 - Forks: 12

mariodoebler/test-time-adaptation

A repository and benchmark for online test-time adaptation.

Language: Python - Size: 6.34 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 183 - Forks: 15

DataResponsibly/Virny

An in-depth performance profiling library for machine learning models

Language: Python - Size: 52 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 14 - Forks: 3

princeton-nlp/rationale-robustness

NAACL 2022: Can Rationalization Improve Robustness? https://arxiv.org/abs/2204.11790

Language: Python - Size: 21.4 MB - Last synced at: 13 days ago - Pushed at: over 2 years ago - Stars: 27 - Forks: 1

deel-ai/deel-torchlip

Build and train Lipschitz-constrained networks: PyTorch implementation of 1-Lipschitz layers. For TensorFlow/Keras implementation, see https://github.com/deel-ai/deel-lip

Language: Python - Size: 3.81 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 26 - Forks: 2

abhrac/trd

Official implementation of "Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships", NeurIPS 2023.

Language: Python - Size: 1.59 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 7 - Forks: 2

yarrap/Robust_LLMs_in_OOD_Setting_Medical_NLP

Research on improving robustness in LLMs in the OOD settings for Medical NLP

Size: 16.6 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

nopour/2DOF-Helicopter-Control

The Quanser 2 DOF Helicopter

Language: MATLAB - Size: 31.8 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 3 - Forks: 0

janhenriklambrechts/one-sentence-ml-papers

A collection of awesome papers in Deep Learning, with a one sentence summary.

Size: 75.2 KB - Last synced at: 4 months ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 0

Jingkang50/OpenOOD

Benchmarking Generalized Out-of-Distribution Detection

Language: Python - Size: 78.4 MB - Last synced at: 7 months ago - Pushed at: 8 months ago - Stars: 849 - Forks: 107

VITA-Group/ATMC

[NeurIPS'2019] Shupeng Gui, Haotao Wang, Haichuan Yang, Chen Yu, Zhangyang Wang, Ji Liu, “Model Compression with Adversarial Robustness: A Unified Optimization Framework”

Language: Python - Size: 50.6 MB - Last synced at: 21 days ago - Pushed at: over 3 years ago - Stars: 49 - Forks: 10

salesforce/adversarial-polyglots

Code for the paper "Code-Mixing on Sesame Street: Dawn of the Adversarial Polyglots" (NAACL-HLT 2021)

Language: Python - Size: 45.9 KB - Last synced at: 25 days ago - Pushed at: over 3 years ago - Stars: 10 - Forks: 7

gmh14/RobNets

[CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

Language: Python - Size: 324 KB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 123 - Forks: 15

hendrycks/ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

Language: Python - Size: 8.11 MB - Last synced at: 28 days ago - Pushed at: about 4 years ago - Stars: 266 - Forks: 30

privacytrustlab/adversarial_bias

Analyzing Adversarial Bias and the Robustness of Fair Machine Learning

Language: Python - Size: 6.61 MB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 7 - Forks: 1

sfpugh/Naturally-Adversarial-Datasets

An approach to curating naturally adversarial datasets.

Language: Python - Size: 314 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

Daniframe/TFG-GCD

Code employed for my Final Year Project in Data Science by the Universitat Politècnica de València

Language: Python - Size: 2.05 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

philippe-ostiguy/AutoStationarity

📈 Make your time series stationary automatically using Python

Language: Python - Size: 66.4 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

deepmancer/rss-training-iclr2024

This is the official repository for the ICLR 2024 paper Out-Of-Domain Unlabeled Data Improves Generalization.

Language: TeX - Size: 31 MB - Last synced at: 7 months ago - Pushed at: 8 months ago - Stars: 4 - Forks: 0

bfshi/VARS

Official code for `Visual Attention Emerges from Recurrent Sparse Reconstruction' (ICML 2022)

Language: Python - Size: 1.02 MB - Last synced at: 18 days ago - Pushed at: almost 3 years ago - Stars: 35 - Forks: 2

rickstaa/stable-gym

This package contains several gymnasium environments with positive definite cost functions, designed for compatibility with stable RL agents.

Language: Python - Size: 31.9 MB - Last synced at: 28 days ago - Pushed at: 8 months ago - Stars: 12 - Forks: 2

rickstaa/stable-learning-control

A framework for training theoretically stable (and robust) Reinforcement Learning control algorithms.

Language: Python - Size: 47.9 MB - Last synced at: 28 days ago - Pushed at: 8 months ago - Stars: 6 - Forks: 1

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"

Language: Python - Size: 783 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 6 - Forks: 0

deepmancer/adversarial-attacks-robustness

Evaluating CNN robustness against various adversarial attacks, including FGSM and PGD.

Language: Jupyter Notebook - Size: 393 KB - Last synced at: 7 months ago - Pushed at: 9 months ago - Stars: 4 - Forks: 0

HyeonjeongHa/CRoZe

Official Pytorch implementations of "Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations" (NeurIPS'23)

Language: Python - Size: 1.7 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

sayakpaul/Generalized-ODIN-TF

TensorFlow 2 implementation of the paper Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data (https://arxiv.org/abs/2002.11297).

Language: Jupyter Notebook - Size: 511 KB - Last synced at: 10 days ago - Pushed at: over 3 years ago - Stars: 45 - Forks: 5

ksheersaagr/Moms-Spaghetti

Stash of some of the most potent research papers, blogs and videos on AI which I liked.

Size: 732 KB - Last synced at: 9 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

Ren-Research/EC-L2O

[SIGMETRICS 2022]Expert-Calibrated Learning for Online Optimization with Switching Costs

Language: Python - Size: 274 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 3 - Forks: 2

Humor-Research/Humor-detection

A Systematic Investigation of Transferability and Robustness of Humor Detection Models

Language: Python - Size: 104 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 12 - Forks: 2

zhenlus/GNN-IDS

A Graph Neural Network-based Intrusion Detection System

Language: Jupyter Notebook - Size: 19.3 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

TheGoatedDev/EnterpriseNest

A Enterprise-Level API Framework based on NestJS, built for scaleability, best-practise and robustness. Based on DDD, Onion, Clean and Hexagonal Architecture

Language: TypeScript - Size: 1.22 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 12 - Forks: 0

ait-lab/ggtde

Generalized Gaussian Temporal Difference Error For Uncertainty-aware Reinforcement Learning

Language: Python - Size: 23.4 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

n-destin/Generalization-bound-estimation

Esim

Language: Python - Size: 13.7 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

sforstephan/JBNST24

Online material for Reinwald, P., Leitner, S., and Wall, F. "Performance-based pay and limited information access: An agent-based model of the hidden action problem," Journal of Economics and Statistics, forthcoming.

Language: MATLAB - Size: 79.8 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

nopour/Modern-Control

Modern Control (Fall 2023)

Language: MATLAB - Size: 17.1 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

dongyp13/Adversarial-Distributional-Training

Adversarial Distributional Training (NeurIPS 2020)

Language: Python - Size: 195 KB - Last synced at: 9 months ago - Pushed at: about 4 years ago - Stars: 60 - Forks: 9

AaronCIH/APGCC

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

Language: Python - Size: 35.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 0

AnonymousWorld123/Q-Layer

Code for Q-Layer: Quantization Layer for Robust Convolutional Neural Network

Language: Python - Size: 104 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

THUYimingLi/t-k-means

The implementation of our paper 't-k-means: A Robust and Stable k-means Variant', accepted by the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021.

Language: MATLAB - Size: 2.91 MB - Last synced at: 6 days ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 1

ebagdasa/mithridates

Measure and Boost Backdoor Robustness

Language: Jupyter Notebook - Size: 1.14 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 3

YichenZW/Robust-Det

The code implementation of the paper Stumbling Blocks: Stress Testing the Robustness of Machine-Generated Text Detectors Under Attacks (arxiv) by Yichen Wang, Shangbin Feng, Abe Bohan Hou, Xiao Pu, Chao Shen, Xiaoming Liu, and Yulia Tsvetkov, and Tianxing He, mainly at Paul G. Allen School of CSE, University of Washington.

Language: Python - Size: 344 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 7 - Forks: 0