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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 351–400 of 704 papers

TitleStatusHype
Efficient Online Set-valued Classification with Bandit Feedback—0
A Conformal Prediction Score that is Robust to Label NoiseCode0
Onboard Out-of-Calibration Detection of Deep Learning Models using Conformal Prediction—0
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
Conformal Predictive Systems Under Covariate ShiftCode1
Training-Conditional Coverage Bounds for Uniformly Stable Learning Algorithms—0
Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction—0
Conformal Prediction via Regression-as-ClassificationCode1
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
CONFLARE: CONFormal LArge language model REtrievalCode1
Postprocessing of point predictions for probabilistic forecasting of day-ahead electricity prices: The benefits of using isotonic distributional regression—0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets—0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data—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
Conformal online model aggregationCode0
Robust Conformal Prediction under Distribution Shift via Physics-Informed Structural Causal Model—0
Selecting informative conformal prediction sets with false coverage rate control—0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)—0
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsCode0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare—0
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control—0
Safe Merging in Mixed Traffic with Confidence—0
End-to-end Conditional Robust Optimization—0
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Distribution-Free Guarantees for Systems with Decision-Dependent Noise—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
Conformalized Selective Regression—0
Uncertainty Quantification in Anomaly Detection with Cross-Conformal p-ValuesCode0
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks—0
Probabilistically Correct Language-based Multi-Robot Planning using Conformal Prediction—0
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests—0
TorchCP: A Python Library for Conformal PredictionCode3
Multi-View Conformal Learning for Heterogeneous Sensor FusionCode0
Conformalized Credal Set PredictorsCode0
On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks—0
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