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 1–25 of 704 papers

TitleStatusHype
Foundation models for time series forecasting: Application in conformal prediction—0
The Trilemma of Truth in Large Language ModelsCode0
Deterministic Object Pose Confidence Region Estimation—0
Graph-Structured Feedback Multimodel Ensemble Online Conformal Prediction—0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
Valid Selection among Conformal Sets—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
When Can We Reuse a Calibration Set for Multiple Conformal Predictions?—0
One Sample is Enough to Make Conformal Prediction Robust—0
MARCO: Hardware-Aware Neural Architecture Search for Edge Devices with Multi-Agent Reinforcement Learning and Conformal Prediction Filtering—0
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs—0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
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 Prediction for Zero-Shot ModelsCode1
Conformal Object Detection by Sequential Risk Control—0
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows—0
Individualised Counterfactual Examples Using Conformal Prediction Intervals—0
Show:102550
← PrevPage 1 of 29Next →

No leaderboard results yet.