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Fairness

Papers

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Showing 1–50 of 5676 papers

TitleStatusHype
FastSwitch: Optimizing Context Switching Efficiency in Fairness-aware Large Language Model ServingCode7
Patch n' Pack: NaViT, a Vision Transformer for any Aspect Ratio and ResolutionCode6
h2oGPT: Democratizing Large Language ModelsCode6
Visual Identification of Problematic Bias in Large Label SpacesCode5
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic DataCode4
A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and ChallengesCode4
TrustLLM: Trustworthiness in Large Language ModelsCode4
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual ModelsCode4
Fairness Implications of Encoding Protected Categorical AttributesCode4
Data quality dimensions for fair AICode4
Kubric: A scalable dataset generatorCode4
Aequitas Flow: Streamlining Fair ML ExperimentationCode4
Continual Learning with Pre-Trained Models: A SurveyCode4
Beyond Reward Hacking: Causal Rewards for Large Language Model AlignmentCode4
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated LearningCode4
Holistic Evaluation of Language ModelsCode4
RecBole 2.0: Towards a More Up-to-Date Recommendation LibraryCode4
LangFair: A Python Package for Assessing Bias and Fairness in Large Language Model Use CasesCode3
Multi-objective Asynchronous Successive HalvingCode3
FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningCode3
Fairness in Serving Large Language ModelsCode3
An Actionable Framework for Assessing Bias and Fairness in Large Language Model Use CasesCode3
Theoretically Achieving Continuous Representation of Oriented Bounding BoxesCode3
CBGBench: Fill in the Blank of Protein-Molecule Complex Binding GraphCode3
A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray InterpretationCode3
AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language ModelsCode3
Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised LearningCode3
PiML Toolbox for Interpretable Machine Learning Model Development and DiagnosticsCode3
Balanced MSE for Imbalanced Visual RegressionCode2
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorchCode2
AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous DrivingCode2
LEACE: Perfect linear concept erasure in closed formCode2
LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language ModelsCode2
Multi-Agent Large Language Models for Conversational Task-SolvingCode2
Graph Condensation: A SurveyCode2
FreeVA: Offline MLLM as Training-Free Video AssistantCode2
Large Language Models are Geographically BiasedCode2
Fairness Evaluation for Uplift Modeling in the Absence of Ground TruthCode2
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation ModelsCode2
A Prescription of Methodological Guidelines for Comparing Bio-inspired Optimization AlgorithmsCode2
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness BenchmarkCode2
Debiasing Multimodal Large Language ModelsCode2
FairCLIP: Harnessing Fairness in Vision-Language LearningCode2
FairDiff: Fair Segmentation with Point-Image DiffusionCode2
Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound PropagationCode2
Dawn of the transformer era in speech emotion recognition: closing the valence gapCode2
COMPL-AI Framework: A Technical Interpretation and LLM Benchmarking Suite for the EU Artificial Intelligence ActCode2
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infectionCode2
Adversarial attacks and defenses in explainable artificial intelligence: A surveyCode2
A Comprehensive Guide to Explainable AI: From Classical Models to LLMsCode2
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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