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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 526–550 of 704 papers

TitleStatusHype
Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems—0
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks—0
Probabilistically robust conformal prediction—0
Aggregating Predictions on Multiple Non-disclosed Datasets using Conformal Prediction—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning—0
Volume Optimality in Conformal Prediction with Structured Prediction Sets—0
Quantifying Deep Learning Model Uncertainty in Conformal Prediction—0
Wasserstein-regularized Conformal Prediction under General Distribution Shift—0
Raman Spectrum Matching with Contrastive Representation Learning—0
Randomness, exchangeability, and conformal prediction—0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions—0
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems—0
Real-Time Privacy Preservation for Robot Visual Perception—0
Rectifying Conformity Scores for Better Conditional Coverage—0
Recursively Feasible Shrinking-Horizon MPC in Dynamic Environments with Conformal Prediction Guarantees—0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach—0
Uncertainty-Aware Decarbonization for Datacenters—0
Regression Conformal Prediction with Nearest Neighbours—0
Relational Conformal Prediction for Correlated Time Series—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
A Conformal Prediction Approach to Explore Functional Data—0
Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures—0
Conformal Contextual Robust Optimization—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
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