SOTAVerified

Fairness

Papers

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Showing 2051–2075 of 5676 papers

TitleStatusHype
Designing Long-term Group Fair Policies in Dynamical Systems—0
Attacks on fairness in Federated LearningCode0
Fair Enough? A map of the current limitations of the requirements to have fair algorithms—0
Certification of Distributional Individual Fairness—0
Measuring and Mitigating Biases in Motor Insurance Pricing—0
A Turing Test: Are AI Chatbots Behaviorally Similar to Humans?—0
Workforce pDEI: Productivity Coupled with DEI—0
Learning Payment-Free Resource Allocation Mechanisms—0
Is Conventional SNN Really Efficient? A Perspective from Network Quantization—0
Causal Fairness-Guided Dataset Reweighting using Neural Networks—0
Bias A-head? Analyzing Bias in Transformer-Based Language Model Attention Heads—0
Improving fairness for spoken language understanding in atypical speech with Text-to-SpeechCode1
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning TasksCode0
Value FULCRA: Mapping Large Language Models to the Multidimensional Spectrum of Basic Human Values—0
How Trustworthy are Open-Source LLMs? An Assessment under Malicious Demonstrations Shows their VulnerabilitiesCode0
Beyond Detection: Unveiling Fairness Vulnerabilities in Abusive Language Models—0
Social Bias Probing: Fairness Benchmarking for Language Models—0
Enhancing Recommender System Performance by Histogram Equalization—0
Exploring the Jungle of Bias: Political Bias Attribution in Language Models via Dependency AnalysisCode0
Fair Abstractive Summarization of Diverse PerspectivesCode1
Functionality learning through specification instructions—0
Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models—0
A Study of Implicit Ranking Unfairness in Large Language ModelsCode0
Flames: Benchmarking Value Alignment of LLMs in ChineseCode1
Federated Learning for Generalization, Robustness, Fairness: A Survey and BenchmarkCode1
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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