SOTAVerified

Fairness

Papers

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Showing 2176–2200 of 5676 papers

TitleStatusHype
Auction-Based Scheduling—0
Fairer and More Accurate Tabular Models Through NAS—0
Algorithmic Robustness—0
Group-blind optimal transport to group parity and its constrained variantsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Studying the Effects of Sex-related Differences on Brain Age Prediction using brain MR Imaging—0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling—0
Understanding Fairness Surrogate Functions in Algorithmic FairnessCode0
The Sponge Cake Dilemma over the Nile: Achieving Fairness in Resource Allocation with Cake Cutting Algorithms—0
Federated Learning with Convex Global and Local ConstraintsCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Towards Fair and Calibrated Models—0
A Critical Survey on Fairness Benefits of Explainable AI—0
Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning—0
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
Identifying and examining machine learning biases on Adult dataset—0
Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability—0
"Im not Racist but...": Discovering Bias in the Internal Knowledge of Large Language Models—0
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference LettersCode1
The Impact of Explanations on Fairness in Human-AI Decision-Making: Protected vs Proxy Features—0
Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test SamplesCode0
Mitigating stereotypical biases in text to image generative systems—0
Positivity-free Policy Learning with Observational DataCode0
Fair Classifiers that Abstain without Harm—0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86—Unverified
21D-CSNNPredictive Equality (age)97.8—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96—Unverified