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Top 36 robustness open source projects

PyTorch Implementation of Google's Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions. This implementation supports both single-, multi-speaker TTS and several techniques to enforce the robustness and efficiency of the model.

✭ 22

python text-to-speech deep-learning efficiency pytorch tts speech-synthesis autoregressive multi-speaker robustness comprehensive tacotron single-speaker neural-tts tacotron2 reduction-factor hifi-gan mel-gan diagonal-guided-attention

square-attack

Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]

✭ 89

python random-search robustness adversarial-attacks black-box-attacks zeroth-order-optimization adversarial-robustness

GeFs

Generative Forests in Python

✭ 23

Jupyter Notebook python random-forest robustness gefs generative-forests learnspn

adversarial-vision-challenge

NIPS Adversarial Vision Challenge

✭ 39

python shell machine-learning deep-neural-networks neural-networks robustness adversarial-examples

Adversarial-Distributional-Training

Adversarial Distributional Training (NeurIPS 2020)

✭ 52

python pytorch robustness adversarial-machine-learning adversarial-training adversarial-defense neurips-2020

DiagnoseRE

Source code and dataset for the CCKS201 paper "On Robustness and Bias Analysis of BERT-based Relation Extraction"

✭ 23

python bias relation-extraction robustness generalization adversarial-attacks

belay

Robust error-handling for Kotlin and Android

✭ 35

kotlin android library assertions error-handling robustness

Robust-Semantic-Segmentation

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

✭ 25

python Cuda C++shell c semantic-segmentation robustness adversarial-training

RayS

RayS: A Ray Searching Method for Hard-label Adversarial Attack (KDD2020)

✭ 43

python attack rays adversarial robustness attack-defense hard-label robust-model

perceptual-advex

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

✭ 44

python Jupyter Notebook machine-learning pytorch imagenet robustness adversarial-attacks

s-attack

[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?".

✭ 51

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

shortcut-perspective

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

✭ 67

python deep-learning shortcut robustness generalisation interdisciplinary shortcut-learning

robustness-vit

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

✭ 78

Jupyter Notebook python computer-vision tensorflow transformers pytorch robustness self-attention jax

cycle-confusion

Code and models for ICCV2021 paper "Robust Object Detection via Instance-Level Temporal Cycle Confusion".

✭ 67

python object-detection robustness out-of-domain iccv2021

robust-local-lipschitz

A Closer Look at Accuracy vs. Robustness

✭ 75

python Jupyter Notebook shell robustness adversarial-machine-learning adversarial-examples tradeoff local-lipschitz

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

✭ 482

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

eleanor

Code used during my Chaos Engineering and Resiliency Patterns talk.

✭ 14

python Dockerfile flask backend flask-application flask-backend flask-sqlalchemy resilent robustness

Metric Learning Adversarial Robustness

Code for NeurIPS 2019 Paper

✭ 44

python tensorflow classification metric-learning robustness

TIGER

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

✭ 103

python data-science machine-learning data-mining attack graph simulation vulnerability networks epidemics defense graph-mining diffusion robustness graph-attack adversarial-attacks network-attack cascading-failures netshield

ATMC

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

✭ 41

python pruning quantization robustness model-compression unified-optimization-framework

DUN

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

NeuralNetworkAnalysis.jl

Reachability analysis for closed-loop control systems

✭ 37

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

safe-control-gym

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

✭ 272

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

CIL-ReID

Benchmarks for Corruption Invariant Person Re-identification. [NeurIPS 2021 Track on Datasets and Benchmarks]

✭ 71

python corruption robustness reidentification

aileen-core

Sensor data aggregation tool for any numerical sensor data. Robust and privacy-friendly.

✭ 15

python javascript CSS HTML shell remote-sensing sensor-data robustness

robust-gcn

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

✭ 35

Jupyter Notebook python deep-learning robustness graph-neural-networks adversarial-robust

adversarial-robustness-public

Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"

✭ 49

Jupyter Notebook python interpretability robustness

aliyun-mns

阿里云MNS

✭ 13

go sdk user-friendly aliyun-mns robustness

POPQORN

An Algorithm to Quantify Robustness of Recurrent Neural Networks

✭ 44

python machine-learning recurrent-neural-networks robustness adversarial-attacks

SimP-GCN

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