SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 526–550 of 704 papers

TitleStatusHype
A Confidence Machine for Sparse High-Order Interaction ModelCode0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
A Conformal Prediction Score that is Robust to Label NoiseCode0
Adaptive conformal classification with noisy labelsCode0
Adjusting Regression Models for Conditional Uncertainty CalibrationCode0
A Generic Framework for Conformal FairnessCode0
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Backward Conformal PredictionCode0
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System PerceptionCode0
Building Conformal Prediction Intervals with Approximate Message PassingCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Can a single neuron learn predictive uncertainty?Code0
Can Transformers Do Enumerative Geometry?Code0
CBD: A Certified Backdoor Detector Based on Local Dominant ProbabilityCode0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
Certifiably Byzantine-Robust Federated Conformal PredictionCode0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsCode0
Computing Full Conformal Prediction Set with Approximate HomotopyCode0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
Conformal Credal Self-Supervised LearningCode0
Conformal Data-driven Control of Stochastic Multi-Agent Systems under Collaborative Signal Temporal Logic SpecificationsCode0
Show:102550
← PrevPage 22 of 29Next →

No leaderboard results yet.