SOTAVerified

Fairness

Papers

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Showing 4301–4350 of 5676 papers

TitleStatusHype
A Free and Fair Economy: A Game of Justice and Inclusion—0
On Blame Attribution for Accountable Multi-Agent Sequential Decision Making—0
Measuring Ethics in AI with AI: A Methodology and Dataset Construction—0
Federated Learning with Fair Worker Selection: A Multi-Round Submodular Maximization Approach—0
What are you optimizing for? Aligning Recommender Systems with Human Values—0
A Deep Reinforcement Learning Approach for Fair Traffic Signal Control—0
Leave-one-out Unfairness—0
Understanding Gender and Racial Disparities in Image Recognition Models—0
Multimodal Reward Shaping for Efficient Exploration in Reinforcement Learning—0
Desiderata for Explainable AI in statistical production systems of the European Central Bank—0
Probabilistic Verification of Neural Networks Against Group Fairness—0
FairBalance: How to Achieve Equalized Odds With Data Pre-processingCode0
Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling—0
Measuring Fairness in Generative ModelsCode0
Learning to Limit Data Collection via Scaling Laws: A Computational Interpretation for the Legal Principle of Data Minimization—0
Two-Sided Matching Meets Fair Division—0
DiRe Committee : Diversity and Representation Constraints in Multiwinner Elections—0
On the impossibility of non-trivial accuracy under fairness constraints—0
Fairness-aware Summarization for Justified Decision-Making—0
Can Less be More? When Increasing-to-Balancing Label Noise Rates Considered BeneficialCode0
Making Auctions Robust to Aftermarkets—0
DIVINE: Diverse Influential Training Points for Data Visualization and Model RefinementCode0
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic ResponsesCode0
Trustworthy AI: A Computational Perspective—0
Multiaccurate Proxies for Downstream Fairness—0
Training Over-parameterized Models with Non-decomposable Objectives—0
Escaping the Impossibility of Fairness: From Formal to Substantive Algorithmic Fairness—0
Nested Counterfactual Identification from Arbitrary Surrogate Experiments—0
Impossibility results for fair representations—0
A Graph-based Approach for Mitigating Multi-sided Exposure Bias in Recommender Systems—0
Bias-Tolerant Fair Classification—0
Bayesian Nonparametric Modelling for Model-Free Reinforcement Learning in LTE-LAA and Wi-Fi Coexistence—0
Fair Decision Rules for Binary Classification—0
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis—0
Unaware Fairness: Hierarchical Random Forest for Protected Classes—0
Subgroup Generalization and Fairness of Graph Neural NetworksCode0
Non-Comparative Fairness for Human-Auditing and Its Relation to Traditional Fairness Notions—0
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness MetricsCode0
Improved Approximation Algorithms for Individually Fair Clustering—0
Balancing Accuracy and Fairness for Interactive Recommendation with Reinforcement Learning—0
Constrained Classification and Policy Learning—0
What will it take to generate fairness-preserving explanations?—0
Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation—0
A Unified Approach to Fair Online Learning via Blackwell Approachability—0
Better Algorithms for Individually Fair k-ClusteringCode0
Fairness via Representation Neutralization—0
Best-Case Lower Bounds in Online Learning—0
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?Code0
FLEA: Provably Robust Fair Multisource Learning from Unreliable Training DataCode0
Interpretable Face Manipulation Detection via Feature Whitening—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