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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 301350 of 704 papers

TitleStatusHype
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction0
Conformal Prediction Regions are Imprecise Highest Density Regions0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems0
Label Noise Robustness of Conformal Prediction0
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling0
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions0
Adapting Conformal Prediction to Distribution Shifts Without Labels0
Confidence Calibration for Systems with Cascaded Predictive Modules0
Conformal Prediction Intervals for Neural Networks Using Cross Validation0
Conformal Prediction Intervals for Markov Decision Process Trajectories0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction0
Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets0
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery0
Assumption-free fidelity bounds for hardware noise characterization0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction0
Conformal Prediction in Hierarchical Classification0
Conformal Prediction in Dynamic Biological Systems0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network0
α-OCC: Uncertainty-Aware Camera-based 3D Semantic Occupancy Prediction0
Conformal Prediction for Trustworthy Detection of Railway Signals0
Probabilistic Conformal Prediction with Approximate Conditional Validity0
Conditional Conformal Risk Adaptation0
Are foundation models for computer vision good conformal predictors?0
Adversarially Robust Conformal Prediction0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets0
Conformal Prediction for STL Runtime Verification0
Conformal Prediction for Network-Assisted Regression0
Conformal Prediction for Natural Language Processing: A Survey0
Concepts and Applications of Conformal Prediction in Computational Drug Discovery0
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes0
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees0
Combining Prediction Intervals on Multi-Source Non-Disclosed Regression Datasets0
Approximating Score-based Explanation Techniques Using Conformal Regression0
Conformal Prediction for Hierarchical Data0
Collaborative Multi-Object Tracking with Conformal Uncertainty Propagation0
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information0
Applying Regression Conformal Prediction with Nearest Neighbors to time series data0
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift0
Conformal Prediction for Electricity Price Forecasting in the Day-Ahead and Real-Time Balancing Market0
Conformal Prediction for Distribution-free Optimal Control of Linear Stochastic Systems0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees0
Max-Rank: Efficient Multiple Testing for Conformal Prediction0
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI0
A Cross-Conformal Predictor for Multi-label Classification0
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