SOTAVerified

Fairness

Papers

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Showing 191–200 of 5676 papers

TitleStatusHype
Finding Counterfactual Evidences for Node ClassificationCode0
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity—0
MPMA: Preference Manipulation Attack Against Model Context Protocol—0
Fairness-aware Anomaly Detection via Fair Projection—0
FairSHAP: Preprocessing for Fairness Through Attribution-Based Data AugmentationCode0
From Embeddings to Accuracy: Comparing Foundation Models for Radiographic Classification—0
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
Which Demographic Features Are Relevant for Individual Fairness Evaluation of U.S. Recidivism Risk Assessment Tools?—0
On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical ImagingCode0
Beyond the Black Box: Interpretability of LLMs in Finance—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