SOTAVerified

Fairness

Papers

Showing 251300 of 5676 papers

TitleStatusHype
Learning Fair Representation via Distributional Contrastive DisentanglementCode1
Learning Interpretable Legal Case Retrieval via Knowledge-Guided Case ReformulationCode1
Learning Optimal Prescriptive Trees from Observational DataCode1
Learning Resilient Radio Resource Management Policies with Graph Neural NetworksCode1
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
Cyberbullying Detection with Fairness ConstraintsCode1
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative NetworksCode1
CrossWalk: Fairness-enhanced Node Representation LearningCode1
Counterfactual Inference for Text Classification DebiasingCode1
CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper InfluenceCode1
Minimax Group Fairness: Algorithms and ExperimentsCode1
Controllable Guarantees for Fair Outcomes via Contrastive Information EstimationCode1
Cooperation and Fairness in Multi-Agent Reinforcement LearningCode1
Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning ApproachCode1
Deconfounded Recommendation for Alleviating Bias AmplificationCode1
DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and TransformersCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective ApproachCode1
Cohort Shapley value for algorithmic fairnessCode1
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin LesionsCode1
Challenges in Automated Debiasing for Toxic Language DetectionCode1
CFA: Class-wise Calibrated Fair Adversarial TrainingCode1
Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and FairnessCode1
CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation FrameworkCode1
Causal intersectionality for fair rankingCode1
Can Vision Transformers Learn without Natural Images?Code1
Can Editing LLMs Inject Harm?Code1
CaPC Learning: Confidential and Private Collaborative LearningCode1
CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion DetectionCode1
Can Active Learning Preemptively Mitigate Fairness Issues?Code1
CheXclusion: Fairness gaps in deep chest X-ray classifiersCode1
Agnostic Federated LearningCode1
A Critical Re-evaluation of Neural Methods for Entity AlignmentCode1
CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and QuantizationCode1
Collaborative Fairness in Federated LearningCode1
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley ValuesCode1
A Large-scale Universal Evaluation Benchmark For Face Forgery DetectionCode1
Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and FairnessCode1
Controlling Directions Orthogonal to a ClassifierCode1
Controlling Fairness and Bias in Dynamic Learning-to-RankCode1
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMsCode1
Can ChatGPT Assess Human Personalities? A General Evaluation FrameworkCode1
CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender SystemsCode1
Certified Monotonic Neural NetworksCode1
Consumer Fairness in Recommender Systems: Contextualizing Definitions and MitigationsCode1
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual ManifoldsCode1
Dark patterns in e-commerce: a dataset and its baseline evaluationsCode1
Data Debugging with Shapley Importance over End-to-End Machine Learning PipelinesCode1
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin ColorCode1
Bias and Fairness in Large Language Models: A SurveyCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86Unverified
21D-CSNNPredictive Equality (age)97.8Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96Unverified