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Search results for deep learning fairness
deep-learning
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fairness
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18 search results found
Aif360
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2,293
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
Easyfl
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395
An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning with Fair Averaging, https://fanxlxmu.github.io/publication/ijcai2021/) was accepted by IJCAI-21 (https://www.ijcai.org/proceedings/2021/223).
Nlp_newsletter
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264
📰Natural language processing (NLP) newsletter
Awesome Fairness In Ai
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257
A curated list of awesome Fairness in AI resources
Awesome Trustworthy Deep Learning
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254
A curated list of trustworthy deep learning papers. Daily updating...
Cqr
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87
Conformalized Quantile Regression
Deep Explanation Penalization
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74
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
Awesome Distribution Shift
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57
A curated list of papers and resources about the distribution shift in machine learning.
Icedata
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44
IceData: Datasets Hub for the *IceVision* Framework
Awesome Ml Testing
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34
Awesome material(papers, tools, etc.) about testing machine learning system, including deep learning system.
Fppdl
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20
code for TPDS paper "Towards Fair and Privacy-Preserving Federated Deep Models"
Fairlib
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17
A framework for assessing and improving classification fairness.
Fairbatch
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16
FairBatch: Batch Selection for Model Fairness (ICLR 2021)
Debias Vision Lang
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14
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning [AACL 2022]
Matching With Gans
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7
Matching in GAN latent space for better bias benchmarking and semantic image editing. 👶🏻🧒🏾👩🏼🦰👱🏽♂️👴🏾
Shapley_valuation
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6
PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]
Fairdisco
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6
[ECCV Workshop 2022] FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning
Fairgan
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6
FairGAN: GANs-based Fairness-aware Learning for Recommendations with Implicit Feedback
Fairml Farm
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6
A collection of implementations of fair ML algorithms
Canonical_sets
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5
Exposing Algorithmic Bias with Canonical Sets
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1-18 of 18 search results
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