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Search results for robustness
robustness
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200 search results found
Promptbench
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1,655
A unified evaluation framework for large language models
Advertorch
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1,271
A Toolbox for Adversarial Robustness Research
Generalization Causality
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993
关于domain generalization,domain adaptation,causality,robutness,prompt,optimization model各式各样研究的阅读笔记
Robustness
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728
Corruption and Perturbation Robustness (ICLR 2019)
Openood
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681
Benchmarking Generalized Out-of-Distribution Detection
Natural Adv Examples
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559
A Harder ImageNet Test Set (CVPR 2021)
Interspeech 2023 Papers
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513
INTERSPEECH 2023 Papers: A complete collection of influential and exciting research papers from the INTERSPEECH 2023 conference. Explore the latest advances in speech and language processing. Code included. Star the repository to support the advancement of speech technology!
Safe Control Gym
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477
PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL
Advances In Label Noise Learning
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465
A curated (most recent) list of resources for Learning with Noisy Labels
Photoguard
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431
Raising the Cost of Malicious AI-Powered Image Editing
Faceimagequality
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416
Code and information for face image quality assessment with SER-FIQ
Awesome Llm Uncertainty Reliability Robustness
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407
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
Awesome Out Of Distribution Detection
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400
A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization
Awesome Source Free Test Time Adaptation
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340
A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation
Awesome Graph Attack Papers
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315
Adversarial attacks and defenses on Graph Neural Networks.
Assembled Cnn
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311
Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"
Model Vs Human
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301
Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)
Easyrobust
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293
EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.
Auto_lirpa
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265
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
Diffusion Classifier
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255
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
Awesome Trustworthy Deep Learning
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254
A curated list of trustworthy deep learning papers. Daily updating...
Linqit
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241
Extend python lists operations using .NET's LINQ syntax for clean and fast coding.
Adversarial Explainable Ai
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235
💡 Adversarial attacks on explanations and how to defend them
Robodepth
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229
[NeurIPS'23] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions
Is Chatgpt A Good Translator
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209
A preliminary evaluation of ChatGPT/GPT-4 for machine translation.
Alpha Beta Crown
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205
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
Imagenetv2
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197
A new test set for ImageNet
Ss Ood
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184
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
Modelnet40 C
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184
Repo for "Benchmarking Robustness of 3D Point Cloud Recognition against Common Corruptions" https://arxiv.org/abs/2201.12296
Pointcloud C
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159
Benchmarking and Analyzing Point Cloud Perception Robustness under Corruptions
Gib
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116
Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs
Fiddler Auditor
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108
Fiddler Auditor is a tool to evaluate language models.
Tiger
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108
Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)
St Ssl
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107
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
Robust Detection Benchmark
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106
Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)
Imagenet R
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103
ImageNet-R(endition) and DeepAugment (ICCV 2021)
Test Time Adaptation
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103
A repository and benchmark for online test-time adaptation.
Evaluation Of Chatgpt On Information Extraction
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100
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).
Robustness Vit
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97
Contains code for the paper "Vision Transformers are Robust Learners" (AAAI 2022).
Robustvit
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96
[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.
Gontroller
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96
Go library to create resilient feedback loop/control controllers.
Free_adv_train
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95
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
Fortify
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95
Making Swift more robust
S Attack
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85
[CVPR 2022] S-attack library. Official implementation of two papers "Vehicle trajectory prediction works, but not everywhere" and "Are socially-aware trajectory prediction models really socially-aware?".
Recentrifuge
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83
Recentrifuge: robust comparative analysis and contamination removal for metagenomics
Pre Training
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79
Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)
Vits Vs Cnns
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79
[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)
Rpcmvos
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76
[AAAI22 Oral] Reliable Propagation-Correction Modulation for Video Object Segmentation
Robnets
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73
[CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks
Cycle Confusion
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73
Code and models for ICCV2021 paper "Robust Object Detection via Instance-Level Temporal Cycle Confusion".
Cil Reid
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68
Benchmarks for Corruption Invariant Person Re-identification. [NeurIPS 2021 Track on Datasets and Benchmarks]
Augmix_tf2
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67
TF2.0 port for Augmix paper
Shortcut Perspective
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67
Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
Understanding Fast Adv Training
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67
Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
Awesome Ai Safety
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64
A curated list of papers & technical articles on AI Quality & Safety 📚
Crown Ibp
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64
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
Face Robustness Benchmark
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63
An adversarial robustness evaluation library on face recognition.
Beyond Inet
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62
Code for experiments for "ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy"
Awesome Distribution Shift
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57
A curated list of papers and resources about the distribution shift in machine learning.
Adanpc
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56
This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.
Modelnet C
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52
[ICML 2022] Benchmarking and Analyzing Point Cloud Classification under Corruptions https://arxiv.org/abs/2202.03377
Dun
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52
Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
Apr
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52
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
Spatial Smoothing
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51
(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.
Robust Local Lipschitz
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50
A Closer Look at Accuracy vs. Robustness
Atmc
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48
[NeurIPS'2019] Shupeng Gui, Haotao Wang, Haichuan Yang, Chen Yu, Zhangyang Wang, Ji Liu, “Model Compression with Adversarial Robustness: A Unified Optimization Framework”
Fifo
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47
[CVPR 2022 Oral] Official PyTorch implementation of FIFO
Onlinelabelsmoothing
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45
The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021
Robustness Foundation Models
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45
This repository holds code and other relevant files for the NeurIPS 2022 tutorial: Foundational Robustness of Foundation Models.
Closedloopreachability.jl
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42
Reachability analysis for closed-loop control systems
Robust Video Object Segmentation
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41
[ACM MM22] Towards Robust Video Object Segmentation with Adaptive Object Calibration, ACM Multimedia 2022
Perceptual Advex
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39
Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".
Oodeel
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38
Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.
Adversarial Vision Challenge
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36
NIPS Adversarial Vision Challenge
Informative Outlier Mining
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35
We propose a theoretically motivated method, Adversarial Training with informative Outlier Mining (ATOM), which improves the robustness of OOD detection to various types of adversarial OOD inputs and establishes state-of-the-art performance.
Me Net
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34
[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation
Causalmotion
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33
[CVPR22] Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective
Chembench
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32
MoleculeNet benchmark dataset & MolMapNet dataset
Pncc
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32
A implementation of Power Normalized Cepstral Coefficients: PNCC
Sde Net
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32
Code for paper: SDE-Net: Equipping Deep Neural network with Uncertainty Estimates
Mdl Stance Robustness
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31
Multi-dataset stance detection and robustness experiments
Revisiting At
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31
Code for the paper "Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models"
Gce
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31
[ICCV'19] Improving Adversarial Robustness via Guided Complement Entropy
Adversarial Distributional Training
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31
Adversarial Distributional Training (NeurIPS 2020)
Rays
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30
RayS: A Ray Searching Method for Hard-label Adversarial Attack (KDD2020)
Adversarial Robustness Public
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30
Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"
Lbgat
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29
Learnable Boundary Guided Adversarial Training (ICCV2021)
Gia Hao
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29
[ICLR 2022] Understanding and Improving Graph Injection Attack by Promoting Unnoticeability
Popqorn
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29
An Algorithm to Quantify Robustness of Recurrent Neural Networks
Robust Gcn
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29
Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".
Romtrack
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28
[ICCV 2023] Robust Object Modeling for Visual Tracking, Official Implementation
Rsgnn
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28
An official PyTorch implementation of "Towards Robust Graph Neural Networks for Noisy Graphs with Sparse Labels" (WSDM 2022))
Square Attack
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27
Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]
Raw2logit
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27
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
Gps Augment
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27
Simple but high-performing method for learning a policy of test-time augmentation
Gefs
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26
Generative Forests in Python
Gtrans
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25
[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"
Online_test_time_adaptation
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25
Revisiting Test Time Adaptation Under Online Evaluation
Recode
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25
Releasing code for "ReCode: Robustness Evaluation of Code Generation Models"
Neural Ode Metasolver
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24
Supplementary code for the paper "Meta-Solver for Neural Ordinary Differential Equations" https://arxiv.org/abs/2103.08561
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