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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 251300 of 704 papers

TitleStatusHype
Distribution-free Conformal Prediction for Ordinal Classification0
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction0
Conformal Regression in Calorie Prediction for Team Jumbo-Visma0
Calibrating AI Models for Few-Shot Demodulation via Conformal Prediction0
Calibrated Uncertainty Quantification for Operator Learning via Conformal Prediction0
Conformalized Multimodal Uncertainty Regression and Reasoning0
Conformalized Link Prediction on Graph Neural Networks0
A Conformal Approach to Feature-based Newsvendor under Model Misspecification0
Enhancing the conformal predictability of context-aware recommendation systems by using Deep Autoencoders0
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs0
Development and Evaluation of Conformal Prediction Methods for QSAR0
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning0
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning0
Android Malware Detection with Unbiased Confidence Guarantees0
End-to-end Conditional Robust Optimization0
Enforcing Cooperative Safety for Reinforcement Learning-based Mixed-Autonomy Platoon Control0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging0
Efficient Online Set-valued Classification with Bandit Feedback0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data0
Calibrated Physics-Informed Uncertainty Quantification0
Data-Driven Personalized Energy Consumption Range Estimation for Plug-in Hybrid Electric Vehicles in Urban Traffic0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction0
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests0
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification0
Enhanced Route Planning with Calibrated Uncertainty Set0
Conformalized Decision Risk Assessment0
Criteria of efficiency for conformal prediction0
Adaptive Conformal Inference by Betting0
CPSC: Conformal prediction with shrunken centroids for efficient prediction reliability quantification and data augmentation, a case in alternative herbal medicine classification with electronic nose0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM0
Conformalized Credal Regions for Classification with Ambiguous Ground Truth0
CP-NCBF: A Conformal Prediction-based Approach to Synthesize Verified Neural Control Barrier Functions0
Conformalized Answer Set Prediction for Knowledge Graph Embedding0
Conformal e-prediction0
Cross-Validation Conformal Risk Control0
CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty0
Efficient Conformal Prediction under Data Heterogeneity0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data0
Data-driven Reachability using Christoffel Functions and Conformal Prediction0
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting0
Debate as Optimization: Adaptive Conformal Prediction and Diverse Retrieval for Event Extraction0
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents0
Deep Confidence: A Computationally Efficient Framework for Calculating Reliable Errors for Deep Neural Networks0
Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification0
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback0
Detecting Adversarial Examples in Learning-Enabled Cyber-Physical Systems using Variational Autoencoder for Regression0
Deterministic Object Pose Confidence Region Estimation0
Copula-based conformal prediction for Multi-Target Regression0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers0
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