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Fairness

Papers

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Showing 1351–1400 of 5676 papers

TitleStatusHype
Justice in Healthcare Artificial Intelligence in Africa—0
Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science ExamCode0
The Devil is in the Neurons: Interpreting and Mitigating Social Biases in Pre-trained Language ModelsCode1
Disentangling Dialect from Social Bias via Multitask Learning to Improve FairnessCode0
The World Wide recipe: A community-centred framework for fine-grained data collection and regional bias operationalisationCode0
Label Noise Robustness for Domain-Agnostic Fair Corrections via Nearest Neighbors Label Spreading—0
Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior—0
FADE: Towards Fairness-aware Augmentation for Domain Generalization via Classifier-Guided Score-based Diffusion Models—0
FairCoT: Enhancing Fairness in Diffusion Models via Chain of Thought Reasoning of Multimodal Language Models—0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
A Large-scale Universal Evaluation Benchmark For Face Forgery DetectionCode1
CUER: Corrected Uniform Experience Replay for Off-Policy Continuous Deep Reinforcement Learning Algorithms—0
AIM: Attributing, Interpreting, Mitigating Data UnfairnessCode0
Ad Auctions for LLMs via Retrieval Augmented Generation—0
Underneath the Numbers: Quantitative and Qualitative Gender Fairness in LLMs for Depression Prediction—0
The Max-Min Formulation of Multi-Objective Reinforcement Learning: From Theory to a Model-Free AlgorithmCode0
Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-JudgeCode0
A Sociotechnical Lens for Evaluating Computer Vision Models: A Case Study on Detecting and Reasoning about Gender and Emotion—0
Fast solution to the fair ranking problem using the Sinkhorn algorithm—0
Test-Time Fairness and Robustness in Large Language Models—0
Just Because We Camp, Doesn't Mean We Should: The Ethics of Modelling Queer Voices—0
Fairness-Aware Meta-Learning via Nash Bargaining—0
MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models—0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges—0
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language ModelsCode2
Language Models are Alignable Decision-Makers: Dataset and Application to the Medical Triage DomainCode0
When is Multicalibration Post-Processing Necessary?Code0
Automating Food Drop: The Power of Two Choices for Dynamic and Fair Food Allocation—0
A Taxonomy of Challenges to Curating Fair Datasets—0
An Efficient Framework for Crediting Data Contributors of Diffusion Models—0
Whose Preferences? Differences in Fairness Preferences and Their Impact on the Fairness of AI Utilizing Human FeedbackCode0
Why Don't Prompt-Based Fairness Metrics Correlate?Code0
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach—0
Provable Optimization for Adversarial Fair Self-supervised Contrastive Learning—0
Measuring Fairness in Large-Scale Recommendation Systems with Missing Labels—0
Group-wise oracle-efficient algorithms for online multi-group learning—0
A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition—0
A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions—0
Improving the Fairness of Deep-Learning, Short-term Crime Prediction with Under-reporting-aware Models—0
Measuring and Addressing Indexical Bias in Information RetrievalCode0
Promoting Fairness and Diversity in Speech Datasets for Mental Health and Neurological Disorders ResearchCode0
Reconciling Heterogeneous Effects in Causal Inference—0
CAPRI-FAIR: Integration of Multi-sided Fairness in Contextual POI Recommendation FrameworkCode0
FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness ReweightingCode0
On the Maximal Local Disparity of Fairness-Aware ClassifiersCode0
Reproducibility study of FairACCode0
Path-Specific Causal Reasoning for Fairness-aware Cognitive DiagnosisCode0
Evaluating AI fairness in credit scoring with the BRIO tool—0
On the Power of Randomization in Fair Classification and Representation—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