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集合主题趋势排行榜
#

robust-machine-learning

Website
Wikipedia
https://static.github-zh.com/github_avatars/Renumics?size=40
Renumics / awesome-open-data-centric-ai

#自然语言处理#Curated list of open source tooling for data-centric AI on unstructured data.

Awesome Listsdata-centric-aidata-curationdata-versioning数据可视化explainable-aiactive-learningfeature-vectorrobust-machine-learningbias-detection机器视觉data-drift深度学习自然语言处理noisy-labelsoutlier-detectionsynthetic-datauncertainty-estimation机器学习
718
2 年前
https://static.github-zh.com/github_avatars/weijiaheng?size=40
weijiaheng / Advances-in-Label-Noise-Learning

#计算机科学#A curated (most recent) list of resources for Learning with Noisy Labels

noisy-labelsrobustness深度神经网络learning-with-noisy-labels深度学习Bukkitconferencenoisy-datarobust-machine-learning
699
8 个月前
https://static.github-zh.com/github_avatars/Echo-Ji?size=40
Echo-Ji / ST-SSL

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

self-supervised-learningaaaiadaptivecontrastive-learningdata-augmentationdata-miningfairnessgraph-neural-networksrepresentation-learningrobust-machine-learningrobustness
Python 179
6 个月前
https://static.github-zh.com/github_avatars/lishenghui?size=40
lishenghui / blades

⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

distributed-systemsfederated-learningrobust-machine-learningfederatedfederated-learning-framework
Python 141
4 个月前
https://static.github-zh.com/github_avatars/aai-institute?size=40
aai-institute / pyDVL

#计算机科学#pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation

机器学习game-theorydata-qualityrobust-machine-learningdata-centric-aidata-cleaning
Python 130
1 个月前
https://static.github-zh.com/github_avatars/EzgiKorkmaz?size=40
EzgiKorkmaz / adversarial-reinforcement-learning

Reading list for adversarial perspective and robustness in deep reinforcement learning.

robust-machine-learningdeep-reinforcement-learningai-safetyai-alignmentresponsible-aiai-securityllm-security
117
2 个月前
https://static.github-zh.com/github_avatars/yanliang3612?size=40
yanliang3612 / awesome-imbalanced-learning-on-graphs

A repository contains a collection of resources and papers on Imbalance Learning On Graphs

graph-neural-networksrobust-machine-learning
91
18 天前
https://static.github-zh.com/github_avatars/dlmacedo?size=40
dlmacedo / entropic-out-of-distribution-detection

#计算机科学#A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference tim...

PyTorch深度学习out-of-distribution-detection机器学习ai-safetyanomaly-detectionrobust-machine-learningood-detectionosropen-set
Python 76
3 年前
https://static.github-zh.com/github_avatars/dlmacedo?size=40
dlmacedo / entropic-out-of-distribution-detection

#计算机科学#A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference tim...

PyTorch深度学习out-of-distribution-detection机器学习ai-safetyanomaly-detectionrobust-machine-learningood-detectionosropen-set
Python 74
3 年前
https://static.github-zh.com/github_avatars/huanzhang12?size=40
huanzhang12 / ATLA_robust_RL

Robust Reinforcement Learning with the Alternating Training of Learned Adversaries (ATLA) framework

reinforcement-learningreinforcement-learning-algorithmsadversarial-examplesrobust-machine-learningdeep-reinforcement-learning
Python 65
4 年前
https://static.github-zh.com/github_avatars/huanzhang12?size=40
huanzhang12 / ATLA_robust_RL

Robust Reinforcement Learning with the Alternating Training of Learned Adversaries (ATLA) framework

reinforcement-learningreinforcement-learning-algorithmsadversarial-examplesrobust-machine-learningdeep-reinforcement-learning
Python 60
4 年前
https://static.github-zh.com/github_avatars/tonyduan?size=40
tonyduan / rs4a

#计算机科学#Randomized Smoothing of All Shapes and Sizes (ICML 2020).

机器学习robust-machine-learningadversarial-examples
Jupyter Notebook 52
5 年前
https://static.github-zh.com/github_avatars/tonyduan?size=40
tonyduan / rs4a

#计算机科学#Randomized Smoothing of All Shapes and Sizes (ICML 2020).

机器学习robust-machine-learningadversarial-examples
Jupyter Notebook 52
5 年前
https://static.github-zh.com/github_avatars/dlmacedo?size=40
dlmacedo / distinction-maximization-loss

#计算机科学#A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increas...

classification深度学习机器学习out-of-distribution-detectionPyTorchrobust-machine-learninguncertainty-estimationai-safetyanomaly-detectionood-detectionopen-setosr
Python 45
3 年前
https://static.github-zh.com/github_avatars/dlmacedo?size=40
dlmacedo / distinction-maximization-loss

#计算机科学#A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increas...

classification深度学习机器学习out-of-distribution-detectionPyTorchrobust-machine-learninguncertainty-estimationai-safetyanomaly-detectionood-detectionopen-setosr
Python 45
3 年前
https://static.github-zh.com/github_avatars/cpwan?size=40
cpwan / Attack-Adaptive-Aggregation-in-Federated-Learning

#计算机科学#This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.

adversarial-attacks机器学习federated-learningrobust-machine-learning
Jupyter Notebook 44
2 年前
https://static.github-zh.com/github_avatars/cpwan?size=40
cpwan / Attack-Adaptive-Aggregation-in-Federated-Learning

#计算机科学#This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.

adversarial-attacks机器学习federated-learningrobust-machine-learning
Jupyter Notebook 43
2 年前
https://static.github-zh.com/github_avatars/TinfoilHat0?size=40
TinfoilHat0 / Defending-Against-Backdoors-with-Robust-Learning-Rate

#计算机科学#The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".

深度学习backdoor-attacksrobust-machine-learningfederated-learningPyTorchadversarial-attacks机器学习
Python 34
3 年前
https://static.github-zh.com/github_avatars/ZFancy?size=40
ZFancy / SFAT

[ICLR 2023] "Combating Exacerbated Heterogeneity for Robust Models in Federated Learning"

adversarial-learningfederated-learningrobust-machine-learning
Python 32
2 年前
https://static.github-zh.com/github_avatars/TinfoilHat0?size=40
TinfoilHat0 / Defending-Against-Backdoors-with-Robust-Learning-Rate

#计算机科学#The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".

深度学习backdoor-attacksrobust-machine-learningfederated-learningPyTorchadversarial-attacks机器学习
Python 30
3 年前
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