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conformal prediction

208 papers

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Also known as

ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition NAACL 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access EMNLP 2024
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees EMNLP 2024
Debate as Optimization: Adaptive Conformal Prediction and Diverse Retrieval for Event Extraction EMNLP 2024
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms CVPR 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks NIPS 2024
Verifiably Robust Conformal Prediction NIPS 2024
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk Classification ACL 2024
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions RSS 2024
An Information Theoretic Perspective on Conformal Prediction NIPS 2024
Self-Calibrating Conformal Prediction NIPS 2024
Aligning Model Properties via Conformal Risk Control NIPS 2024
Conformalized Credal Set Predictors NIPS 2024
Multi-model Ensemble Conformal Prediction in Dynamic Environments NIPS 2024
Conformalized Time Series with Semantic Features NIPS 2024
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets NIPS 2024
Fast yet Safe: Early-Exiting with Risk Control NIPS 2024
Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration NIPS 2024
Length Optimization in Conformal Prediction NIPS 2024
Large language model validity via enhanced conformal prediction methods NIPS 2024
Localized Adaptive Risk Control NIPS 2024
Conformal Prediction Sets for Graph Neural Networks ICML 2023
Conformalized matrix completion NIPS 2023
One-Shot Federated Conformal Prediction ICML 2023
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects NIPS 2023