SOTAVerified

Fairness

Papers

Showing 21512200 of 5676 papers

TitleStatusHype
MUSER: A Multi-View Similar Case Retrieval DatasetCode1
"One-Size-Fits-All"? Examining Expectations around What Constitute "Fair" or "Good" NLG System Behaviors0
Learning Fair Representations with High-Confidence GuaranteesCode0
A Canonical Data Transformation for Achieving Inter- and Within-group Fairness0
Marginal Nodes Matter: Towards Structure Fairness in Graphs0
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
Fairness-aware Optimal Graph Filter Design0
Robust NOMA-assisted OTFS-ISAC Network Design with 3D Motion Prediction Topology0
Distributionally Robust Optimization with Bias and Variance Reduction0
She had Cobalt Blue Eyes: Prompt Testing to Create Aligned and Sustainable Language Models0
FairBranch: Mitigating Bias Transfer in Fair Multi-task Learning0
Adversarial Attacks on Fairness of Graph Neural NetworksCode1
Dissecting Causal Biases0
A Data-Centric Multi-Objective Learning Framework for Responsible Recommendation Systems0
FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation0
Challenges and Contributing Factors in the Utilization of Large Language Models (LLMs)0
Exploring Graph Neural Networks for Indian Legal Judgment Prediction0
Unified Browsing Models for Linear and Grid Layouts0
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier0
Constrained Reweighting of Distributions: an Optimal Transport Approach0
Equipping Federated Graph Neural Networks with Structure-aware Group FairnessCode0
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationCode0
Towards Exploring Fairness in Visual Transformer based Natural and GAN Image Detection SystemsCode0
Evaluating the Fairness of Discriminative Foundation Models in Computer VisionCode0
Auction-Based Scheduling0
Fairer and More Accurate Tabular Models Through NAS0
Algorithmic Robustness0
Group-blind optimal transport to group parity and its constrained variantsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Studying the Effects of Sex-related Differences on Brain Age Prediction using brain MR Imaging0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling0
Understanding Fairness Surrogate Functions in Algorithmic FairnessCode0
The Sponge Cake Dilemma over the Nile: Achieving Fairness in Resource Allocation with Cake Cutting Algorithms0
Federated Learning with Convex Global and Local ConstraintsCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Towards Fair and Calibrated Models0
A Critical Survey on Fairness Benefits of Explainable AI0
Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning0
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations0
Efficient Model-Agnostic Multi-Group Equivariant Networks0
Identifying and examining machine learning biases on Adult dataset0
Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability0
"Im not Racist but...": Discovering Bias in the Internal Knowledge of Large Language Models0
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference LettersCode1
The Impact of Explanations on Fairness in Human-AI Decision-Making: Protected vs Proxy Features0
Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test SamplesCode0
Mitigating stereotypical biases in text to image generative systems0
Positivity-free Policy Learning with Observational DataCode0
Fair Classifiers that Abstain without Harm0
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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