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Fairness

Papers

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Showing 2051–2100 of 5676 papers

TitleStatusHype
Attacks on fairness in Federated LearningCode0
Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on ConvergenceCode0
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
Federated Learning for Generalization, Robustness, Fairness: A Survey and BenchmarkCode1
Flames: Benchmarking Value Alignment of LLMs in ChineseCode1
Creating a Discipline-specific Commons for Infectious Disease Epidemiology—0
Fairness Hacking: The Malicious Practice of Shrouding Unfairness in Algorithms—0
Finetuning Text-to-Image Diffusion Models for FairnessCode1
Step by Step to Fairness: Attributing Societal Bias in Task-oriented Dialogue Systems—0
Search-Based Fairness Testing: An Overview—0
Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation—0
Fair Supervised Learning with A Simple Random Sampler of Sensitive AttributesCode0
Patience ensures fairness—0
Counterfactually Fair RepresentationCode0
Is a Seat at the Table Enough? Engaging Teachers and Students in Dataset Specification for ML in Education—0
Fair Wasserstein Coresets—0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
Kantian Deontology Meets AI Alignment: Towards Morally Grounded Fairness Metrics—0
FireMatch: A Semi-Supervised Video Fire Detection Network Based on Consistency and Distribution Alignment—0
FEIR: Quantifying and Reducing Envy and Inferiority for Fair Recommendation of Limited ResourcesCode0
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMsCode1
Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter AlignmentCode0
Holistic Evaluation of Text-To-Image Models—0
When Fairness Meets Privacy: Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference Attacks—0
Loss Balancing for Fair Supervised LearningCode0
Ultimatum game: regret or fairness?—0
The Fairness Stitch: Unveiling the Potential of Model Stitching in Neural Network De-BiasingCode0
Kindness in Multi-Agent Reinforcement Learning—0
Strong statistical parity through fair synthetic data—0
FinA: Fairness of Adverse Effects in Decision-Making of Human-Cyber-Physical-System—0
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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