Papers with Code 아카이브

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/nandantumu/conformal_region_designer

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Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates

https://github.com/ncepuqiaoting/certdw

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CertDW: Towards Certified Dataset Ownership Verification via Conformal Prediction

https://github.com/ndiamant/spice

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Conformalized Deep Splines for Optimal and Efficient Prediction Sets

https://github.com/nicoloRHUL/NormalizingFlowsForConformalRegression

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Normalizing Flows for Conformal Regression

https://github.com/nicolorhul/ontraininglocalizedcp

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On training locally adaptive CP

https://github.com/nikunj-gupta/conformal-agent-modelling

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CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement Learning

https://github.com/nmdwolf/ValidPredictionIntervals

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Valid prediction intervals for regression problems

https://github.com/nmdwolf/heteroskedasticconformalregression

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Conditional validity of heteroskedastic conformal regression

https://github.com/nooranisima/conformal-risk-minimization-w-variance-reduction-code

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Conformal Risk Minimization with Variance Reduction

https://github.com/nvlabs/conformalkeypoint

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Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation

https://github.com/olivrw/LP-robust-conformal

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Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global Perturbations

https://github.com/papersblindreview/pi_crnn2025

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A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics Simulations

https://github.com/pat-alt/eccco.jl

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Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

https://github.com/patrikken/fair-dsr

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Fairness Under Demographic Scarce Regime

https://github.com/paulocmarquesf/circular

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Projected random forests and conformal prediction of circular data

https://github.com/paulocmarquesf/coverage

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Universal distribution of the empirical coverage in split conformal prediction

https://github.com/paulocmarquesf/stacked_cp

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Stacked conformal prediction

https://github.com/pierreHmbt/One-shot-FCP

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Marginal and training-conditional guarantees in one-shot federated conformal prediction

https://github.com/pierrehmbt/fedcp-qq

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One-Shot Federated Conformal Prediction

https://github.com/pranavmaneriker/graphconformal-code

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Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in Graphs

https://github.com/precise-ai4oph/va_pred_pac

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Fundus Image-based Visual Acuity Assessment with PAC-Guarantees

https://github.com/predict-idlab/crepes-weighted

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Conformal Predictive Systems Under Covariate Shift

https://github.com/predict-idlab/dose-response-conformal-prediction

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Conformal Prediction for Dose-Response Models with Continuous Treatments

https://github.com/predict-idlab/landmark-uq

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Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal prediction

https://github.com/progbelarus/batchmultivalidconformal

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Batch Multivalid Conformal Prediction

https://github.com/progbelarus/multivalidprediction

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Practical Adversarial Multivalid Conformal Prediction

https://github.com/pushinelee/cdp

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Conformal Depression Prediction

https://github.com/pwhofman/conformal-partial-labels

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Conformal Prediction with Partially Labeled Data

https://github.com/qiushuo0913/inference_dt_code

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What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems

https://github.com/quilograma/aenbmimocqr

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A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting

https://github.com/quilograma/conformalpredictiontutorial

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Inductive Conformal Prediction: A Straightforward Introduction with Examples in Python

https://github.com/ran-xie/boosted-conformal

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Boosted Conformal Prediction Intervals

https://github.com/rose-stl-lab/copulacpts

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Copula Conformal Prediction for Multi-step Time Series Forecasting

https://github.com/ruijiang81/adjusting_reg_model

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Adjusting Regression Models for Conditional Uncertainty Calibration

https://github.com/saids-lab/robust_spatio-temporal_predictive_runtime_verification

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Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic Specifications

https://github.com/saids-lab/stl-synthesis-among-uncontrollable-agents

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Signal Temporal Logic Control Synthesis among Uncontrollable Dynamic Agents with Conformal Prediction

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