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 501–550 of 704 papers

TitleStatusHype
Spatial Conformal Inference through Localized Quantile Regression—0
Spatio-Temporal Conformal Prediction for Power Outage Data—0
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees—0
Conformalized Selective Regression—0
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation—0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions—0
Conformalized Unconditional Quantile Regression—0
State-Dependent Conformal Perception Bounds for Neuro-Symbolic Verification of Autonomous Systems—0
Statistical Guarantees in Data-Driven Nonlinear Control: Conformal Robustness for Stability and Safety—0
Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation—0
Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework—0
Stochastic Model Predictive Control of Charging Energy Hubs with Conformal Prediction—0
Stochastic Online Conformal Prediction with Semi-Bandit Feedback—0
Strategic Conformal Prediction—0
Conformalized Strategy-Proof Auctions—0
Streamlining Conformal Information Retrieval via Score Refinement—0
Conformalizing Machine Translation Evaluation—0
Conformal k-NN Anomaly Detector for Univariate Data Streams—0
Task-Oriented Mulsemedia Communication using Unified Perceiver and Conformal Prediction in 6G Wireless Systems—0
Testing for concept shift online—0
Test-time augmentation improves efficiency in conformal prediction—0
Conformal Loss-Controlling Prediction—0
libconform v0.1.0: a Python library for conformal predictionCode0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation DisagreementCode0
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 11 of 15Next →

No leaderboard results yet.