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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 501–550 of 704 papers

TitleStatusHype
Adapting Conformal Prediction to Distribution Shifts Without Labels—0
Optimal Transport-based Conformal Prediction—0
Generative Conformal Prediction with Vectorized Non-Conformity Scores—0
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)—0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction—0
An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms—0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare—0
Transductive Conformal Inference for Full Ranking—0
Partial-Label Learning with Conformal Candidate Cleaning—0
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification—0
Physics Constrained Motion Prediction with Uncertainty Quantification—0
Posterior Conformal Prediction—0
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging—0
Postprocessing of point predictions for probabilistic forecasting of day-ahead electricity prices: The benefits of using isotonic distributional regression—0
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision—0
Powerful batch conformal prediction for classification—0
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning—0
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings—0
Predicting assisted ventilation in Amyotrophic Lateral Sclerosis using a mixture of experts and conformal predictors—0
Prediction and outlier detection in classification problems—0
A Cross-Conformal Predictor for Multi-label Classification—0
Android Malware Detection with Unbiased Confidence Guarantees—0
Predictive Inference with Weak Supervision—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
Unveiling Nonlinear Dynamics in Catastrophe Bond Pricing: A Machine Learning Perspective—0
Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems—0
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks—0
Probabilistically robust conformal prediction—0
Aggregating Predictions on Multiple Non-disclosed Datasets using Conformal Prediction—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning—0
Volume Optimality in Conformal Prediction with Structured Prediction Sets—0
Quantifying Deep Learning Model Uncertainty in Conformal Prediction—0
Wasserstein-regularized Conformal Prediction under General Distribution Shift—0
Raman Spectrum Matching with Contrastive Representation Learning—0
Randomness, exchangeability, and conformal prediction—0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions—0
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems—0
Real-Time Privacy Preservation for Robot Visual Perception—0
Rectifying Conformity Scores for Better Conditional Coverage—0
Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees—0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach—0
Uncertainty-Aware Decarbonization for Datacenters—0
Regression Conformal Prediction with Nearest Neighbours—0
Relational Conformal Prediction for Correlated Time Series—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
A Conformal Prediction Approach to Explore Functional Data—0
Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures—0
Conformal Contextual Robust Optimization—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
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