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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

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Showing 101–150 of 704 papers

TitleStatusHype
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
Valid Selection among Conformal Sets—0
When Can We Reuse a Calibration Set for Multiple Conformal Predictions?—0
One Sample is Enough to Make Conformal Prediction Robust—0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs—0
MARCO: Hardware-Aware Neural Architecture Search for Edge Devices with Multi-Agent Reinforcement Learning and Conformal Prediction Filtering—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Conformal Safety Shielding for Imperfect-Perception Agents—0
SAFE: Multitask Failure Detection for Vision-Language-Action Models—0
Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces—0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Statistical Guarantees in Data-Driven Nonlinear Control: Conformal Robustness for Stability and Safety—0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees—0
Conformal Object Detection by Sequential Risk Control—0
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows—0
Risk-Sensitive Conformal Prediction for Catheter Placement Detection in Chest X-rays—0
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints—0
Test-time augmentation improves efficiency in conformal prediction—0
Individualised Counterfactual Examples Using Conformal Prediction Intervals—0
Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification—0
Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score—0
Scalable and adaptive prediction bands with kernel sum-of-squares—0
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts—0
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
Optimal Conformal Prediction under Epistemic UncertaintyCode0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
A Generic Framework for Conformal FairnessCode0
Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAPCode0
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings—0
Multivariate Latent Recalibration for Conditional Normalizing FlowsCode0
Privacy-Preserving Conformal Prediction Under Local Differential PrivacyCode0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers—0
Adaptive Temperature Scaling with Conformal Prediction—0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Backward Conformal PredictionCode0
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals—0
Synthetic-Powered Predictive InferenceCode0
Conformalized Decision Risk Assessment—0
Stacked conformal predictionCode0
Improving Coverage in Combined Prediction Sets with Weighted p-values—0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions—0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
A Conformal Predictive Measure for Assessing Catastrophic Forgetting—0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation—0
Robust Indoor Localization via Conformal Methods and Variational Bayesian Adaptive Filtering—0
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