SOTAVerified

Holdout Set

Papers

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Showing 1–35 of 35 papers

TitleStatusHype
Distribution-Free, Risk-Controlling Prediction SetsCode2
TotalVibeSegmentator: Full Body MRI Segmentation for the NAKO and UK BiobankCode2
Liver Tumor Screening and Diagnosis in CT with Pixel-Lesion-Patient NetworkCode1
Understanding Transformers via N-gram StatisticsCode1
xView3-SAR: Detecting Dark Fishing Activity Using Synthetic Aperture Radar ImageryCode1
Template-Based Automatic Search of Compact Semantic Segmentation ArchitecturesCode1
Diversified Ensembling: An Experiment in Crowdsourced Machine Learning—0
Machine Learning for Quantifier Selection in cvc5—0
Malaria Likelihood Prediction By Effectively Surveying Households Using Deep Reinforcement Learning—0
Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolation—0
Navigating Towards Fairness with Data Selection—0
Outcome-based Reinforcement Learning to Predict the Future—0
Adaptive Statistical Learning with Bayesian Differential Privacy—0
A Meta-Analysis of Overfitting in Machine Learning—0
Application of Deep Neural Networks to assess corporate Credit Rating—0
Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts—0
Challenges in Bayesian Adaptive Data Analysis—0
Predicting Individual Responses to Vasoactive Medications in Children with Septic Shock—0
STAND: Data-Efficient and Self-Aware Precondition Induction for Interactive Task Learning—0
The Benefits and Risks of Transductive Approaches for AI Fairness—0
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data—0
The Generic Holdout: Preventing False-Discoveries in Adaptive Data Science—0
Using Poisson Binomial GLMs to Reveal Voter Preferences—0
Who Wins the Game of Thrones? How Sentiments Improve the Prediction of Candidate Choice—0
Testing for OverfittingCode0
Comprehensive dataset of user-submitted articles with ideological and extreme bias from RedditCode0
A shared latent space matrix factorisation method for recommending new trial evidence for systematic review updatesCode0
Who's the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of MulticalibrationCode0
Generalization of Reinforcement Learners with Working and Episodic MemoryCode0
Parametric Scaling Law of Tuning Bias in Conformal PredictionCode0
Persistent Homology Captures the Generalization of Neural Networks Without A Validation SetCode0
Generalization in Adaptive Data Analysis and Holdout ReuseCode0
RATT: Leveraging Unlabeled Data to Guarantee GeneralizationCode0
Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagationCode0
Holdouts set for safe predictive model updatingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BloodAxe, 1st place xView3 prize challengeAggregate xView3 Score0.62—Unverified
2selim_sef, 2nd place xView3 prize challengeAggregate xView3 Score0.6—Unverified
3Tumen, 3rd place xView3 prize challengeAggregate xView3 Score0.58—Unverified
4Skylight at AI2, 4th place xView3 prize challengeAggregate xView3 Score0.58—Unverified
5Kohei, 5th place xView3 prize challengeAggregate xView3 Score0.57—Unverified