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Fairness

Papers

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Showing 5201–5250 of 5676 papers

TitleStatusHype
Bounding the fairness and accuracy of classifiers from population statisticsCode0
KVC-onGoing: Keystroke Verification ChallengeCode0
DiffusionWorldViewer: Exposing and Broadening the Worldview Reflected by Generative Text-to-Image ModelsCode0
Understanding Fairness Surrogate Functions in Algorithmic FairnessCode0
Stochastic Differentially Private and Fair LearningCode0
The Max-Min Formulation of Multi-Objective Reinforcement Learning: From Theory to a Model-Free AlgorithmCode0
Bounding and Approximating Intersectional Fairness through Marginal FairnessCode0
Language Fairness in Multilingual Information RetrievalCode0
Language Models are Alignable Decision-Makers: Dataset and Application to the Medical Triage DomainCode0
When Prompting Fails to Sway: Inertia in Moral and Value Judgments of Large Language ModelsCode0
Why Don't Prompt-Based Fairness Metrics Correlate?Code0
LaPLACE: Probabilistic Local Model-Agnostic Causal ExplanationsCode0
Adaptive Fair Representation Learning for Personalized Fairness in Recommendations via Information AlignmentCode0
The more the merrier: logical and multistage processors in credit scoringCode0
Attacks on fairness in Federated LearningCode0
Achievable Fairness on Your Data With Utility GuaranteesCode0
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and UtilityCode0
Adaptive Data Debiasing through Bounded ExplorationCode0
Understanding Instance-Level Impact of Fairness ConstraintsCode0
Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with AutomungeCode0
Peer-induced Fairness: A Causal Approach for Algorithmic Fairness AuditingCode0
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural NetworksCode0
Towards Fair In-Context Learning with Tabular Foundation ModelsCode0
Disparate Vulnerability to Membership Inference AttacksCode0
Fair Densities via Boosting the Sufficient Statistics of Exponential FamiliesCode0
On the Fairness ROAD: Robust Optimization for Adversarial DebiasingCode0
Boosted CVaR ClassificationCode0
Lazy Data Practices Harm Fairness ResearchCode0
On Characterizing the Trade-off in Invariant Representation LearningCode0
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuningCode0
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic ResponsesCode0
Data-Driven Methods for Balancing Fairness and Efficiency in Ride-PoolingCode0
Addressing Missing Sources with Adversarial Support-MatchingCode0
Learning Adversarially Fair and Transferable RepresentationsCode0
Why Fairness Cannot Be Automated: Bridging the Gap Between EU Non-Discrimination Law and AICode0
Strategyproof Learning: Building Trustworthy User-Generated DatasetsCode0
Fairness in Face Presentation Attack DetectionCode0
An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human SupervisionCode0
Blockchain-empowered Federated Learning: Benefits, Challenges, and SolutionsCode0
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented GenerationCode0
On the Impact of Multi-dimensional Local Differential Privacy on FairnessCode0
Fairness in Forecasting of Observations of Linear Dynamical SystemsCode0
Towards Fair Medical AI: Adversarial Debiasing of 3D CT Foundation EmbeddingsCode0
Data and Model Dependencies of Membership Inference AttackCode0
Fairness in Image Search: A Study of Occupational Stereotyping in Image Retrieval and its DebiasingCode0
Blind Justice: Fairness with Encrypted Sensitive AttributesCode0
Learning Controllable Fair RepresentationsCode0
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient AlignmentCode0
Learning Density-Based Correlated Equilibria for Markov GamesCode0
Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential GameCode0
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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