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Conformal Prediction

Conformal Prediction is a machine learning framework that provides valid measures of confidence for individual predictions. It offers a principled approach to quantify uncertainty in predictions without assuming any specific distribution for the data. This section features papers that explore various aspects of conformal prediction, including theoretical advancements, algorithmic developments, and applications across different domains.

Papers

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Showing 426–450 of 704 papers

TitleStatusHype
Efficient Online Set-valued Classification with Bandit Feedback—0
Onboard Out-of-Calibration Detection of Deep Learning Models using Conformal Prediction—0
A Conformal Prediction Score that is Robust to Label NoiseCode0
A comparative study of conformal prediction methods for valid uncertainty quantification in machine learning—0
Conformal Prediction for Natural Language Processing: A Survey—0
An Information Theoretic Perspective on Conformal Prediction—0
Conformal Risk Control for Ordinal ClassificationCode0
Provably Robust Conformal Prediction with Improved EfficiencyCode0
Conformal Prediction with Learned Features—0
Distribution-free Conformal Prediction for Ordinal Classification—0
Metric-Guided Conformal Bounds for Probabilistic Image ReconstructionCode0
Training-Conditional Coverage Bounds for Uniformly Stable Learning Algorithms—0
Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction—0
Unveiling Nonlinear Dynamics in Catastrophe Bond Pricing: A Machine Learning Perspective—0
WaveCatBoost for Probabilistic Forecasting of Regional Air Quality DataCode0
Mitigating LLM Hallucinations via Conformal Abstention—0
Postprocessing of point predictions for probabilistic forecasting of day-ahead electricity prices: The benefits of using isotonic distributional regression—0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data—0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets—0
Enhancing Conformal Prediction Using E-Test Statistics—0
Conformal Off-Policy Prediction for Multi-Agent Systems—0
Explore until Confident: Efficient Exploration for Embodied Question Answering—0
Robust Conformal Prediction under Distribution Shift via Physics-Informed Structural Causal Model—0
Conformal online model aggregationCode0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
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