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Conformal Prediction

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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.

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/1995subhankar1995/ncp

공식 코드

Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis

https://github.com/AIgen/QOOB

공식 코드

Nested conformal prediction and quantile out-of-bag ensemble methods

https://github.com/Annie983284450-1/CPGapBandit

공식 코드

Sepsyn-OLCP: An Online Learning-based Framework for Early Sepsis Prediction with Uncertainty Quantification using Conformal Prediction

https://github.com/Annie983284450-1/NeuralLCB_C

공식 코드

NeuroSep-CP-LCB: A Deep Learning-based Contextual Multi-armed Bandit Algorithm with Uncertainty Quantification for Early Sepsis Prediction

https://github.com/Baran-phys/DynamicFormer

공식 코드

Can Transformers Do Enumerative Geometry?

https://github.com/ElSacho/MVCS

공식 코드

Minimum Volume Conformal Sets for Multivariate Regression

https://github.com/EtashGuha/R2CCP

공식 코드

Conformal Prediction via Regression-as-Classification

https://github.com/EugeneNdiaye/homotopy_conformal_prediction

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Computing Full Conformal Prediction Set with Approximate Homotopy

https://github.com/EugeneNdiaye/rootCP

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Root-finding Approaches for Computing Conformal Prediction Set

https://github.com/EugeneNdiaye/stable_conformal_prediction

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Stable Conformal Prediction Sets

https://github.com/Gaochenyin/SurrConformalDR

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On the Role of Surrogates in Conformal Inference of Individual Causal Effects

https://github.com/HuayuLiArizona/Conformalized-Multiple-Instance-Learning-For-MedTS

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Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models

https://github.com/Jayaos/TCPTS

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Transformer Conformal Prediction for Time Series

https://github.com/JialeHan22/Conformal-Online-Auction-Design

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Conformal Online Auction Design

https://github.com/JomaMinoza/Ocean-Floor-Mapping-with-Uncertainty-Aware-Deep-Learning

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Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping

https://github.com/KiljaeL/LOO-StabCP

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Leave-One-Out Stable Conformal Prediction

https://github.com/Monoxido45/CSI

공식 코드

Distribution-Free Calibration of Statistical Confidence Sets

https://github.com/Monoxido45/EPICSCORE

공식 코드

Epistemic Uncertainty in Conformal Scores: A Unified Approach

https://github.com/MrJUNHUIZHANG/CBF_NN_inference

공식 코드

Safety-Critical Control with Offline-Online Neural Network Inference

https://github.com/NKI-AI/kandinsky-calibration

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Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms

https://github.com/Networks-Learning/improve-expert-predictions-conformal-prediction

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Improving Expert Predictions with Conformal Prediction

https://github.com/Networks-Learning/towards-human-ai-complementarity-predictions-sets

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Towards Human-AI Complementarity with Prediction Sets

https://github.com/OliverHennhoefer/cross-conformal-anomaly-detection

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Uncertainty Quantification in Anomaly Detection with Cross-Conformal $p$-Values

https://github.com/SAIDS-Lab/Robust-Conformal-Prediction-for-STL-Runtime-Verification-under-Distribution-Shift

공식 코드

Robust Conformal Prediction for STL Runtime Verification under Distribution Shift

https://github.com/Shai128/pcp

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Robust Conformal Prediction Using Privileged Information

https://github.com/Shai128/ui

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Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting

https://github.com/TalSchuster/CATs

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Consistent Accelerated Inference via Confident Adaptive Transformers

https://github.com/Zhendong-Wang/Probabilistic-Conformal-Prediction

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Probabilistic Conformal Prediction Using Conditional Random Samples

https://github.com/aangelopoulos/conformal-classification

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Uncertainty Sets for Image Classifiers using Conformal Prediction

https://github.com/aangelopoulos/conformal-prediction

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A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

https://github.com/aangelopoulos/conformal-risk

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Conformal Risk Control

https://github.com/aangelopoulos/conformal-time-series

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Conformal PID Control for Time Series Prediction

https://github.com/aangelopoulos/conformal_classification

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Uncertainty Sets for Image Classifiers using Conformal Prediction

https://github.com/aangelopoulos/im2im-uq

공식 코드

Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging

https://github.com/aangelopoulos/online-conformal-decaying

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Online conformal prediction with decaying step sizes

https://github.com/aangelopoulos/private_prediction_sets

공식 코드

Private Prediction Sets

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.