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Fairness

Papers

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Showing 51–100 of 5676 papers

TitleStatusHype
LEACE: Perfect linear concept erasure in closed formCode2
LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language ModelsCode2
FreeVA: Offline MLLM as Training-Free Video AssistantCode2
Balanced MSE for Imbalanced Visual RegressionCode2
Graph Condensation: A SurveyCode2
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorchCode2
Fairness Evaluation for Uplift Modeling in the Absence of Ground TruthCode2
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness BenchmarkCode2
FairCLIP: Harnessing Fairness in Vision-Language LearningCode2
Adversarial attacks and defenses in explainable artificial intelligence: A surveyCode2
Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound PropagationCode2
CPRet: A Dataset, Benchmark, and Model for Retrieval in Competitive ProgrammingCode2
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language ModelsCode2
Dawn of the transformer era in speech emotion recognition: closing the valence gapCode2
A Prescription of Methodological Guidelines for Comparing Bio-inspired Optimization AlgorithmsCode2
Debiasing Multimodal Large Language ModelsCode2
Multi-Agent Large Language Models for Conversational Task-SolvingCode2
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM EraCode2
CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender SystemsCode1
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal ControlCode1
Counterfactual Inference for Text Classification DebiasingCode1
CrossWalk: Fairness-enhanced Node Representation LearningCode1
Controlling Fairness and Bias in Dynamic Learning-to-RankCode1
Controlling Directions Orthogonal to a ClassifierCode1
Minimax Group Fairness: Algorithms and ExperimentsCode1
Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and FairnessCode1
Controllable Guarantees for Fair Outcomes via Contrastive Information EstimationCode1
Cooperation and Fairness in Multi-Agent Reinforcement LearningCode1
CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper InfluenceCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley ValuesCode1
Cohort Shapley value for algorithmic fairnessCode1
CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and QuantizationCode1
Collaborative Fairness in Federated LearningCode1
Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and FairnessCode1
CheXclusion: Fairness gaps in deep chest X-ray classifiersCode1
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin LesionsCode1
CFA: Class-wise Calibrated Fair Adversarial TrainingCode1
Achieving Fairness Through Channel Pruning for Dermatological Disease DiagnosisCode1
Causal intersectionality for fair rankingCode1
Challenges in Automated Debiasing for Toxic Language DetectionCode1
Consumer Fairness in Recommender Systems: Contextualizing Definitions and MitigationsCode1
Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning ApproachCode1
Can ChatGPT Assess Human Personalities? A General Evaluation FrameworkCode1
Can Active Learning Preemptively Mitigate Fairness Issues?Code1
Fairness in Large Language Models in Three HoursCode1
Can Editing LLMs Inject Harm?Code1
Certified Monotonic Neural NetworksCode1
CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion DetectionCode1
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMsCode1
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

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