Papers with Code 아카이브

Conformal Prediction

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

전체 기법 전체 데이터셋

하위 태스크: 0
평가표: 0
보존된 평가 기록: 0

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/gitvicky/spatio-temporal-uq

공식 코드

Uncertainty Quantification of Surrogate Models using Conformal Prediction

https://github.com/google-deepmind/uncertain_ground_truth

공식 코드

Conformal prediction under ambiguous ground truth

https://github.com/guneet-dhillon/expected-conformal-prediction-set-size

공식 코드

On the Expected Size of Conformal Prediction Sets

https://github.com/haifengwen/distributed-conformal-prediction

공식 코드

Distributed Conformal Prediction via Message Passing

https://github.com/hamrel-cxu/EnbPI

공식 코드

Conformal prediction interval for dynamic time-series

https://github.com/hamrel-cxu/ensemble-regularized-adaptive-prediction-set-eraps

공식 코드

Conformal prediction set for time-series

https://github.com/hamrel-cxu/multidimspci

공식 코드

Conformal prediction for multi-dimensional time series by ellipsoidal sets

https://github.com/hamrel-cxu/spci-code

공식 코드

Sequential Predictive Conformal Inference for Time Series

https://github.com/heltongraziadei/conformal-fs

공식 코드

Conformal prediction for frequency-severity modeling

https://github.com/iamownt/TRUECAM

공식 코드

Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images

https://github.com/ic-crc/uncertainty-estimation

공식 코드

Target Strangeness: A Novel Conformal Prediction Difficulty Estimator

https://github.com/j4ckliu/sacp

공식 코드

Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification

https://github.com/jackferrellncsu/drums-nlp-codesnapshot

공식 코드

Conformal prediction for text infilling and part-of-speech prediction

https://github.com/janqsong/snaps

공식 코드

Similarity-Navigated Conformal Prediction for Graph Neural Networks

https://github.com/jase-clarkson/cp_under_data_contamination

공식 코드

Split Conformal Prediction under Data Contamination

https://github.com/jase-clarkson/graph_cp

공식 코드

Distribution Free Prediction Sets for Node Classification

https://github.com/jayroxis/PINNs

공식 코드

Conformalized Physics-Informed Neural Networks

https://github.com/jborah2/WaveCatBoost-Time-Series-Model

공식 코드

WaveCatBoost for Probabilistic Forecasting of Regional Air Quality Data

https://github.com/jjcherian/conformal-safety

공식 코드

Large language model validity via enhanced conformal prediction methods

https://github.com/jofas/conform

공식 코드

libconform v0.1.0: a Python library for conformal prediction

https://github.com/juliameister/conformalised-data-synthesis

공식 코드

Conformalised data synthesis

https://github.com/juliameister/dl-confident-loss-function

공식 코드

A novel Deep Learning approach for one-step Conformal Prediction approximation

https://github.com/julilien/c2s2l

공식 코드

Conformal Credal Self-Supervised Learning

https://github.com/jusiro/clip-conformal

공식 코드

Conformal Prediction for Zero-Shot Models

https://github.com/jwen307/quality_uq

공식 코드

Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems

https://github.com/jwen307/taskuq

공식 코드

Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction

https://github.com/k-randl/conformal_prompting

공식 코드

CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk Classification

https://github.com/kaleidophon/nlp-uncertainty-zoo

공식 코드

On Uncertainty In Natural Language Processing

https://github.com/kaleidophon/non-exchangeable-conformal-language-generation

공식 코드

Non-Exchangeable Conformal Language Generation with Nearest Neighbors

https://github.com/kangmintong/colep

공식 코드

COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits

https://github.com/kangmintong/rob-fcp

공식 코드

Certifiably Byzantine-Robust Federated Conformal Prediction

https://github.com/kaustubhsridhar/time-series-ood

공식 코드

CODiT: Conformal Out-of-Distribution Detection in Time-Series Data

https://github.com/kclip/meta-xb

공식 코드

Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal Prediction

https://github.com/kclip/online_cp_urllc

공식 코드

Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction

https://github.com/kclip/quantum-cp

공식 코드

Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning

https://github.com/kevinliang888/IntroPlan

공식 코드

Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity

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