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Fairness

Papers

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Showing 1701–1750 of 5676 papers

TitleStatusHype
Distributionally Generative Augmentation for Fair Facial Attribute ClassificationCode1
Debiased Noise Editing on Foundation Models for Fair Medical Image ClassificationCode0
Measuring Bias in a Ranked List using Term-based Representations—0
Addressing Shortcomings in Fair Graph Learning Datasets: Towards a New BenchmarkCode1
FairTargetSim: An Interactive Simulator for Understanding and Explaining the Fairness Effects of Target Variable Definition—0
SeeGULL Multilingual: a Dataset of Geo-Culturally Situated StereotypesCode0
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System—0
APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation—0
Debiasing Multimodal Large Language ModelsCode2
VTruST: Controllable value function based subset selection for Data-Centric Trustworthy AI—0
Fairness-Aware Interpretable Modeling (FAIM) for Trustworthy Machine Learning in HealthcareCode0
Evaluating Text-to-Image Generative Models: An Empirical Study on Human Image SynthesisCode0
Provable Multi-Party Reinforcement Learning with Diverse Human Feedback—0
Boosting Fairness and Robustness in Over-the-Air Federated Learning—0
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated LearningCode0
An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4Code0
The Case for Globalizing Fairness: A Mixed Methods Study on Colonialism, AI, and Health in Africa—0
Bipartite Graph Variational Auto-Encoder with Fair Latent Representation to Account for Sampling Bias in Ecological Networks—0
Towards Fair and Efficient Learning-based Congestion ControlCode0
Recommendations for Government Development and Use of Advanced Automated Systems to Make Decisions about Individuals—0
Domain adaptation, Explainability & Fairness in AI for Medical Image Analysis: Diagnosis of COVID-19 based on 3-D Chest CT-scansCode0
EMOVOME: A Dataset for Emotion Recognition in Spontaneous Real-Life SpeechCode0
Critical windows: non-asymptotic theory for feature emergence in diffusion models—0
Exploring Fairness for FAS-assisted Communication Systems: from NOMA to OMA—0
Blockchain-empowered Federated Learning: Benefits, Challenges, and SolutionsCode0
Bias Mitigation in Fine-tuning Pre-trained Models for Enhanced Fairness and Efficiency—0
AXOLOTL: Fairness through Assisted Self-Debiasing of Large Language Model Outputs—0
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language ModelsCode1
Theoretically Achieving Continuous Representation of Oriented Bounding BoxesCode3
Investigating Gender Fairness in Machine Learning-driven Personalized Care for Chronic Pain—0
Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective—0
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness—0
On the Inductive Biases of Demographic Parity-based Fair Learning AlgorithmsCode0
Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification—0
[RE] Modeling Personalized Item Frequency Information for Next-basket RecommendationCode0
Supervised machine learning for microbiomics: bridging the gap between current and best practicesCode0
Achievable Fairness on Your Data With Utility GuaranteesCode0
Preserving Fairness Generalization in Deepfake DetectionCode2
Towards Fairness-Aware Adversarial LearningCode0
FairBelief - Assessing Harmful Beliefs in Language Models—0
Towards Explainability and Fairness in Swiss Judgement Prediction: Benchmarking on a Multilingual Dataset—0
Conformalized Selective Regression—0
Distribution-Free Fair Federated Learning with Small Samples—0
Towards Fair Graph Anomaly Detection: Problem, Benchmark Datasets, and EvaluationCode1
Optimal Budget Aggregation with Star-Shaped Preferences—0
Fair Resource Allocation in Multi-Task LearningCode1
Differentially Private Fair Binary ClassificationsCode0
Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency—0
Item-side Fairness of Large Language Model-based Recommendation SystemCode0
Scalable and Provably Fair Exposure Control for Large-Scale Recommender SystemsCode0
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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