trustworthy-machine-learning topic

List trustworthy-machine-learning repositories

nnv

101
Stars
48
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Neural Network Verification Software Tool

ContrXT

24
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2
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a tool for comparing the predictions of any text classifiers

BackdoorBox

376
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62
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The open-sourced Python toolbox for backdoor attacks and defenses.

FLAT

66
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10
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[ICCV2021 Oral] Fooling LiDAR by Attacking GPS Trajectory

entropic-out-of-distribution-detection

75
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10
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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...

inFairness

61
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7
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PyTorch package to train and audit ML models for Individual Fairness

distinction-maximization-loss

45
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5
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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...

awesome-ml-fairness

59
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6
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Papers and online resources related to machine learning fairness

negative-label-smoothing

114
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10
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[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"

SyReNN

38
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5
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SyReNN: Symbolic Representations for Neural Networks