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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

Showing 501550 of 704 papers

TitleStatusHype
Adapting Conformal Prediction to Distribution Shifts Without Labels0
Optimal Transport-based Conformal Prediction0
Generative Conformal Prediction with Vectorized Non-Conformity Scores0
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction0
An In-Depth Examination of Risk Assessment in Multi-Class Classification Algorithms0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare0
Transductive Conformal Inference for Full Ranking0
Partial-Label Learning with Conformal Candidate Cleaning0
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification0
Physics Constrained Motion Prediction with Uncertainty Quantification0
Posterior Conformal Prediction0
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging0
Postprocessing of point predictions for probabilistic forecasting of day-ahead electricity prices: The benefits of using isotonic distributional regression0
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision0
Powerful batch conformal prediction for classification0
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning0
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings0
Predicting assisted ventilation in Amyotrophic Lateral Sclerosis using a mixture of experts and conformal predictors0
Prediction and outlier detection in classification problems0
A Cross-Conformal Predictor for Multi-label Classification0
Android Malware Detection with Unbiased Confidence Guarantees0
Predictive Inference with Weak Supervision0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification0
Unveiling Nonlinear Dynamics in Catastrophe Bond Pricing: A Machine Learning Perspective0
Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems0
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks0
Probabilistically robust conformal prediction0
Aggregating Predictions on Multiple Non-disclosed Datasets using Conformal Prediction0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning0
Volume Optimality in Conformal Prediction with Structured Prediction Sets0
Quantifying Deep Learning Model Uncertainty in Conformal Prediction0
Wasserstein-regularized Conformal Prediction under General Distribution Shift0
Raman Spectrum Matching with Contrastive Representation Learning0
Randomness, exchangeability, and conformal prediction0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions0
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems0
Real-Time Privacy Preservation for Robot Visual Perception0
Rectifying Conformity Scores for Better Conditional Coverage0
Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach0
Uncertainty-Aware Decarbonization for Datacenters0
Regression Conformal Prediction with Nearest Neighbours0
Relational Conformal Prediction for Correlated Time Series0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction0
A Conformal Prediction Approach to Explore Functional Data0
Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures0
Conformal Contextual Robust Optimization0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering0
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