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Projects in Awesome Lists tagged with robustness

A curated list of projects in awesome lists tagged with robustness .

https://github.com/yfzhang114/Generalization-Causality

关于domain generalization,domain adaptation,causality,robutness,prompt,optimization,generative model各式各样研究的阅读笔记

adaptation causality deep-learning generative-model machine-learning optimization robustness

Last synced: 08 May 2025

https://github.com/yfzhang114/generalization-causality

关于domain generalization,domain adaptation,causality,robutness,prompt,optimization,generative model各式各样研究的阅读笔记

adaptation causality deep-learning generative-model machine-learning optimization robustness

Last synced: 26 Jan 2026

https://github.com/learnsyslab/safe-control-gym

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

cartpole casadi control gym pybullet quadcopter quadrotor reinforcement-learning robotics robustness safety symbolic

Last synced: 29 May 2026

https://github.com/utiasdsl/safe-control-gym

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

cartpole casadi control gym pybullet quadcopter quadrotor reinforcement-learning robotics robustness safety symbolic

Last synced: 15 May 2025

https://github.com/utiasDSL/safe-control-gym

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

cartpole casadi control gym pybullet quadcopter quadrotor reinforcement-learning robotics robustness safety symbolic

Last synced: 07 May 2025

https://github.com/bethgelab/model-vs-human

Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)

benchmark pytorch robustness tensorflow toolbox

Last synced: 29 Dec 2025

https://github.com/alibaba/easyrobust

EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.

adversarial-robustness deep-learning image-classification imagenet pretrained-models robustness

Last synced: 14 Oct 2025

https://github.com/clovaai/assembled-cnn

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

computer-vision convolutional-neural-networks deep-learning food-101 image-classification imagenet inference-throughput mce robustness tensorflow transfer-learning

Last synced: 01 Aug 2025

https://github.com/Verified-Intelligence/auto_LiRPA

auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

adversarial-defense adversarial-examples adversarial-machine-learning certified-defense-models crown-bound ibp-bounds robustness robustness-verification

Last synced: 21 May 2026

https://github.com/hendrycks/ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

ml-safety out-of-distribution-detection robustness self-supervised self-supervised-learning uncertainty

Last synced: 13 Apr 2025

https://github.com/ldkong1205/RoboDepth

[NeurIPS 2023] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions

autonomous-driving depth-estimation ood-detection robustness

Last synced: 28 Mar 2025

https://github.com/hendrycks/imagenet-r

ImageNet-R(endition) and DeepAugment (ICCV 2021)

domain-adaptation domain-generalization ml-safety out-of-distribution robustness

Last synced: 17 Mar 2025

https://github.com/wxjiao/is-chatgpt-a-good-translator

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

chatgpt gpt-4 multilingual pivot-translation prompt robustness translation

Last synced: 22 Jul 2025

https://github.com/wxjiao/Is-ChatGPT-A-Good-Translator

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

chatgpt gpt-4 multilingual pivot-translation prompt robustness translation

Last synced: 13 Mar 2025

https://github.com/jiachens/ModelNet40-C

Repo for "Benchmarking Robustness of 3D Point Cloud Recognition against Common Corruptions" https://arxiv.org/abs/2201.12296

benchmark computer-vision corruption-robustness data-augmentation deep-learning ml-safety point-cloud-processing pytorch regularization robustness

Last synced: 20 Mar 2025

https://github.com/Verified-Intelligence/alpha-beta-CROWN

alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)

adversarial-examples adversarial-robustness neural-network-verification neural-networks robustness robustness-verification

Last synced: 21 May 2026

https://github.com/fiddler-labs/fiddler-auditor

Fiddler Auditor is a tool to evaluate language models.

ai-observability evaluation generative-ai langchain llms nlp robustness

Last synced: 08 Oct 2025

https://github.com/ytongbai/vits-vs-cnns

[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)

robustness transformer

Last synced: 22 Apr 2025

https://github.com/ytongbai/ViTs-vs-CNNs

[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)

robustness transformer

Last synced: 20 Jul 2025

https://github.com/ldkong1205/PointCloud-C

Benchmarking and Analyzing Point Cloud Perception Robustness under Corruptions

3dvision benchmark corruption pointcloud robustness

Last synced: 20 Mar 2025

https://github.com/spotahome/gontroller

Go library to create resilient feedback loop/control controllers.

control-theory controller feedback-loop infrastructure kubernetes operator reconciliation resilience robustness

Last synced: 21 Aug 2025

https://github.com/thu-ml/mmtrusteval

A toolbox for benchmarking trustworthiness of multimodal large language models (MultiTrust, NeurIPS 2024 Track Datasets and Benchmarks)

benchmark claude fairness gpt-4 mllm multi-modal privacy robustness safety toolbox trustworthy-ai truthfulness

Last synced: 05 Apr 2025

https://github.com/snap-stanford/gib

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

graph-neural-networks information-bottleneck node-classification representation-learning robustness

Last synced: 21 Jul 2025

https://github.com/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).

chatgpt error-types evaluation evaluation-criteria event-detection event-extraction information-extraction named-entity-recognition performance relation-classification relation-extraction robustness sentiment-analysis

Last synced: 30 Apr 2025

https://github.com/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.

explainability neurips neurips-2022 robustness vision-transformer

Last synced: 13 Oct 2025

https://github.com/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.

explainability neurips neurips-2022 robustness vision-transformer

Last synced: 08 May 2025

https://github.com/sayakpaul/robustness-vit

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

computer-vision jax pytorch robustness self-attention tensorflow transformers

Last synced: 15 Oct 2025

https://github.com/gmh14/RobNets

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

adversarial-attacks adversarial-examples deep-learning-architectures neural-architecture-search robustness

Last synced: 12 May 2025

https://github.com/vita-epfl/s-attack

[CVPR 2025] Official implementation of three papers "Certified Human Trajectory Prediction", "Vehicle trajectory prediction works, but not everywhere", and "Are socially-aware trajectory prediction models really socially-aware?".

adversarial-attacks deep-learning human-behavior-understanding human-trajectory-prediction robustness vehicle-trajectory-prediction

Last synced: 16 Jan 2026

https://github.com/thu-ml/MMTrustEval

A toolbox for benchmarking trustworthiness of multimodal large language models (MultiTrust, NeurIPS 2024 Track Datasets and Benchmarks)

benchmark claude fairness gpt-4 mllm multi-modal privacy robustness safety toolbox trustworthy-ai truthfulness

Last synced: 27 Jul 2025

https://github.com/hendrycks/pre-training

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

adversarial-examples calibration data-corruption ml-safety out-of-distribution-detection pretrained robustness uncertainty

Last synced: 06 May 2025

https://github.com/rgeirhos/shortcut-perspective

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

deep-learning generalisation interdisciplinary robustness shortcut shortcut-learning

Last synced: 19 Apr 2025

https://github.com/johnno1962/fortify

Making Swift more robust

robustness swift

Last synced: 29 Sep 2025

https://github.com/khyox/recentrifuge

Recentrifuge: robust comparative analysis and contamination removal for metagenomics

centrifuge clark comparative-genomics contamination kraken lmat low-biomass metagenomics nanopore ngs robustness

Last synced: 04 Apr 2025

https://github.com/shawnxyang/face-robustness-benchmark

An adversarial robustness evaluation library on face recognition.

adversarial-attacks face-recognition machine-learning robustness

Last synced: 04 Jul 2025

https://github.com/yfzhang114/adanpc

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

domain-generalization machine-learning robustness test-time-adaptation

Last synced: 07 May 2025

https://github.com/xxxnell/spatial-smoothing

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

bayesian-deep-learning bayesian-neural-networks neural-network pytorch robustness uncertainty uncertainty-estimation uncertainty-quantification

Last synced: 18 Jan 2026

https://github.com/icgy96/apr

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

domain-generalization frequency-analysis imagenet-c out-of-distribution-detection robustness

Last synced: 11 Jul 2025

https://github.com/iCGY96/APR

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

domain-generalization frequency-analysis imagenet-c out-of-distribution-detection robustness

Last synced: 08 May 2025

https://github.com/vita-epfl/causalmotion

[CVPR22] Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective

adaptation causal-modeling motion-forecasting robustness

Last synced: 16 Jan 2026

https://github.com/sayakpaul/robustness-foundation-models

This repository holds code and other relevant files for the NeurIPS 2022 tutorial: Foundational Robustness of Foundation Models.

foundation-models representation-learning robustness

Last synced: 30 Apr 2025

https://github.com/gatheluck/FourierHeatmap

Unofficial pytorch implementation of Fourier Heat Map proposed in 'A Fourier Perspective on Model Robustness in Computer Vision' [Yin+, NeurIPS2019]

fourier-analysis heatmap pytorch robustness

Last synced: 08 May 2025

https://github.com/chandlerbang/simp-gcn

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

adversarial-attacks deep-learning graph-convolutional-networks graph-mining graph-neural-networks robustness

Last synced: 08 Apr 2025

https://github.com/deel-ai/oodeel

Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.

deep-neural-networks out-of-distribution-detection post-hoc-analysis pytorch robustness tensorflow

Last synced: 03 Sep 2025

https://github.com/chandlerbang/gtrans

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

adversarial-attacks data-centric distribution-shift graph-neural-networks out-of-distribution robustness test-time-adaptation

Last synced: 08 Apr 2025

https://github.com/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"

adversarial-attacks benchmark datasets llm multimodal-llm robustness safety vision-language-model

Last synced: 27 Jul 2025

https://github.com/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”

model-compression pruning quantization robustness unified-optimization-framework

Last synced: 07 Aug 2025

https://github.com/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).

keras ood-detection robustness tensorflow2 vision

Last synced: 30 Apr 2025

https://github.com/juliareach/closedloopreachability.jl

Reachability analysis for closed-loop control systems in Julia

control-systems differential-equations hybrid-systems neural-network robotics robustness

Last synced: 01 Nov 2025

https://github.com/danielzuegner/robust-gcn

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

adversarial-robust deep-learning graph-neural-networks robustness

Last synced: 27 Oct 2025

https://github.com/dawnyc/ROMTrack

[ICCV 2023] Robust Object Modeling for Visual Tracking, Official Implementation

iccv2023 object-modeling pytorch robustness tracking transformer

Last synced: 31 Mar 2025

https://github.com/dvlab-research/lbgat

Learnable Boundary Guided Adversarial Training (ICCV2021)

adversarial-attacks adversarial-defense adversarial-training iccv2021 image-recognition robustness

Last synced: 13 Oct 2025

https://github.com/amazon-science/recode

Releasing code for "ReCode: Robustness Evaluation of Code Generation Models"

code-generation large-language-models nlp robustness

Last synced: 03 May 2025

https://github.com/ukplab/mdl-stance-robustness

Multi-dataset stance detection and robustness experiments

benchmark multi-dataset-learning multi-task-learning robustness stance stance-detection

Last synced: 18 Jun 2025

https://github.com/bfshi/vars

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

attention icml robustness transformer

Last synced: 22 Apr 2025

https://github.com/borealisai/mma_training

Code for the paper "MMA Training: Direct Input Space Margin Maximization through Adversarial Training"

adversarial-training robustness

Last synced: 07 Apr 2025

https://github.com/specto-dev/belay

Robust error-handling for Kotlin and Android

android assertions error-handling kotlin library robustness

Last synced: 14 Jan 2026

https://github.com/dvlab-research/robust-semantic-segmentation

Dynamic Divide-and-Conquer Adversarial Training for Robust Semantic Segmentation (ICCV2021)

adversarial-training robustness semantic-segmentation

Last synced: 03 Jul 2025

https://github.com/jmaces/robust-nets

Official implementation of the paper "Solving Inverse Problems With Deep Neural Networks - Robustness Included?" by M. Genzel, J. Macdonald, and M. März (2020).

adversarial-examples deep-learning fastmri inverse-problems neural-networks robustness stability

Last synced: 23 Apr 2025

https://github.com/gaussalgo/adaptor

ACL 2022: Adaptor: a library to easily adapt a language model to your own task, domain, or custom objective(s).

domain-adaptation multi-objective-optimization ner nlp pytorch robustness text-classification text-generation transformers

Last synced: 30 Aug 2025

https://github.com/princeton-nlp/rationale-robustness

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

interpretability nlp robustness

Last synced: 27 Apr 2025

https://github.com/zjunlp/diagnosere

[CCKS 2021] On Robustness and Bias Analysis of BERT-based Relation Extraction

adversarial-attacks bias dataset generalization relation-extraction robustness

Last synced: 23 Aug 2025

https://github.com/sfu-dis/optiql

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

adaptive-radix-tree btree indexing latching lock mcs mcs-lock optimistic-lock-coupling optimistic-locking reader-writer-lock robustness synchornization

Last synced: 02 Aug 2025

https://github.com/juliagusak/neural-ode-metasolver

Supplementary code for the paper "Meta-Solver for Neural Ordinary Differential Equations" https://arxiv.org/abs/2103.08561

adversarial-attacks neural-network neural-ode ordinary-differential-equations parametrized pytorch robustness runge-kutta solver

Last synced: 30 Apr 2025

https://github.com/vita-group/triple-wins

[ICLR 2020] ”Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference“

adversarial-attacks adversarial-robustness efficiency efficient-inference robustness triple-wins

Last synced: 19 Apr 2025

https://github.com/poloclub/robust-principles

Robust Principles: Architectural Design Principles for Adversarially Robust CNNs

adversarial-attacks adversarial-machine-learning architecture robustness

Last synced: 22 Feb 2026

https://github.com/jh-jeong/smoothmix

Code for the paper "SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness" (NeurIPS 2021)

adversarial-defense deep-learning machine-learning neurips-2021 paper randomized-smoothing robustness

Last synced: 15 Aug 2025

https://github.com/sayakpaul/denoised-smoothing-tf

Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.

adversarial-defense denoised-randomized-smoothing randomized-smoothing robustness tensorflow vision

Last synced: 10 Jun 2025

https://github.com/aeturrell/specification_curve

Specification Curve is a Python package that performs specification curve analysis: exploring how a coefficient varies under multiple different specifications of a statistical model.

analysis econometrics ols-regression robustness specifications statistics visualization

Last synced: 12 Oct 2025

https://github.com/bbva/mercury-robust

mercury-robust is a framework to perform robust testing on ML models and datasets. It provides a collection of test that are easy to configure and helpful to guarantee robustness in your ML processes.

machine-learning python robustness testing

Last synced: 21 Jun 2025

https://github.com/google-research/active-adversarial-tests

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

adversarial-attacks adversarial-examples machine-learning machinelearning robustness

Last synced: 24 Apr 2025

https://github.com/OODRobustBench/OODRobustBench

OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift. ICML 2024 and ICLRW-DMLR 2024

adversarial-examples adversarial-machine-learning out-of-distribution robustness

Last synced: 28 Mar 2025

https://github.com/rhesis-ai/rhesis-sdk

Open-source test generation SDK for LLM applications. Access curated test sets. Build context-specific test sets and collaborate with subject matter experts.

application-insights compliance llm-evaluation llm-testing open-source quality-assessment reliability responsible-ai robustness trustworthiness validation

Last synced: 29 Jan 2026

https://github.com/yangarbiter/adversarial-nonparametrics

Robustness for Non-Parametric Classification: A Generic Attack and Defense

adversarial-machine-learning adversarial-pruning decision-tree nearest-neighbor robustness

Last synced: 29 Jan 2026

https://github.com/kabeech/tensort

Tunable sorting for responsive robustness and beyond

responsive robust robust-optimization robustness sort sorting sorting-algorithm tensor

Last synced: 16 Apr 2025

https://github.com/amazon-science/factual-confidence-of-llms

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

confidence factual factuality llm llms robustness

Last synced: 16 Jan 2026

https://github.com/solvicode/Go-Tiger-Style

Adaptation of Tigerstyle, for Golang

golang performance powerof10 robustness tigerbeetle

Last synced: 20 Jun 2026