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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 401425 of 704 papers

TitleStatusHype
Valid Conformal Prediction for Dynamic GNNsCode0
Conformal Depression PredictionCode0
Verifiably Robust Conformal PredictionCode0
Conformal Recursive Feature EliminationCode0
From Conformal Predictions to Confidence Regions0
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal PredictionCode0
Data-Driven Personalized Energy Consumption Range Estimation for Plug-in Hybrid Electric Vehicles in Urban Traffic0
Kernel-based Optimally Weighted Conformal Prediction Intervals0
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators0
Towards Human-AI Complementarity with Prediction SetsCode0
Training-Conditional Coverage Bounds under Covariate Shift0
Conformal Robust Control of Linear SystemsCode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction0
Similarity-Navigated Conformal Prediction for Graph Neural NetworksCode0
Stochastic Online Conformal Prediction with Semi-Bandit Feedback0
Marginal and training-conditional guarantees in one-shot federated conformal predictionCode0
Conformalized Strategy-Proof Auctions0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network0
Conformal Counterfactual Inference under Hidden Confounding0
Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
Task-Oriented Mulsemedia Communication using Unified Perceiver and Conformal Prediction in 6G Wireless Systems0
Conformal Online Auction DesignCode0
Informativeness of Weighted Conformal PredictionCode0
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