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Fairness

Papers

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Showing 4701–4750 of 5676 papers

TitleStatusHype
Explainability for fair machine learning—0
Equitable Allocation of Healthcare Resources with Fair Cox Models—0
Environment Inference for Invariant LearningCode1
Causal Multi-Level Fairness—0
Fairness in Streaming Submodular Maximization: Algorithms and Hardness—0
Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings—0
FaiR-N: Fair and Robust Neural Networks for Structured DataCode0
ProportionNet: Balancing Fairness and Revenue for Auction Design with Deep Learning—0
To be Robust or to be Fair: Towards Fairness in Adversarial TrainingCode1
On the Fairness of Causal Algorithmic RecourseCode1
A Framework for Addressing the Risks and Opportunities In AI-Supported Virtual Health Coaches—0
Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness—0
Representativity Fairness in Clustering—0
Local Connectivity in Centroid Clustering—0
Robust Fairness under Covariate ShiftCode0
Fairness-aware Agnostic Federated Learning—0
Fair and Representative Subset Selection from Data StreamsCode0
Assessing Classifier Fairness with Collider Bias—0
A survey of algorithmic recourse: definitions, formulations, solutions, and prospects—0
Learning the Pareto Front with HypernetworksCode1
Metrics and methods for a systematic comparison of fairness-aware machine learning algorithms—0
Fairness Perception from a Network-Centric Perspective—0
A Bandit-Based Algorithm for Fairness-Aware Hyperparameter Optimization—0
FairMixRep : Self-supervised Robust Representation Learning for Heterogeneous Data with Fairness constraints—0
SPPL: Probabilistic Programming with Fast Exact Symbolic InferenceCode1
Projection-Based Constrained Policy Optimization—0
Astraea: Grammar-based Fairness TestingCode1
Characterising Bias in Compressed Models—0
Fairness in Machine Learning: A Survey—0
User Fairness, Item Fairness, and Diversity for Rankings in Two-Sided Markets—0
Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and FairnessCode0
Data-Efficient Pretraining via Contrastive Self-Supervision—0
MARS-Gym: A Gym framework to model, train, and evaluate Recommender Systems for MarketplacesCode1
User-item matching for recommendation fairness—0
Basic principles and concept design of a real-time clinical decision support system for managing medical emergencies on missions to Mars—0
Two-Hop Multi-UAV Relay Network Optimization with Directional Antennas—0
Utility is in the Eye of the User: A Critique of NLP Leaderboards—0
DROPS: Deep Retrieval of Physiological Signals via Attribute-specific Clinical Prototypes—0
Exchanging Lessons Between Algorithmic Fairness and Domain Generalization—0
There is no trade-off: enforcing fairness can improve accuracy—0
Towards a Measure of Individual Fairness for Deep Learning—0
Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach—0
A Primal-Dual Subgradient Approachfor Fair Meta LearningCode0
Fairness in Semi-supervised Learning: Unlabeled Data Help to Reduce Discrimination—0
On the Problem of Underranking in Group-Fair RankingCode0
Legally grounded fairness objectives—0
Understanding Fairness of Gender Classification Algorithms Across Gender-Race Groups—0
Rank-Based Multi-task Learning for Fair Regression—0
Unfairness Discovery and Prevention For Few-Shot Regression—0
Fair Meta-Learning For Few-Shot Classification—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