uncertainty-estimation 开源项目推荐（426 个）

uncertainty-toolbox /uncertainty-toolbox

Uncertainty Toolbox：用于预测不确定性量化、校准、指标和可视化的 Python 工具箱

stanfordmlgroup /ngboost

Natural Gradient Boosting for Probabilistic Prediction

valeman /awesome-conformal-prediction

专业策划的令人惊叹的保形预测视频、教程、书籍、论文、博士和硕士论文、文章和开源库列表。

cvs-health /uqlm

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

aangelopoulos /conformal-prediction

对真实数据进行保形预测的轻量级、有用的实现。

awslabs /fortuna

不确定性量化库。

jxzhangjhu /Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

ENSTA-U2IS-AI /awesome-uncertainty-deeplearning

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

Renumics /awesome-open-data-centric-ai

Curated list of open source tooling for data-centric AI on unstructured data.

StatMixedML /XGBoostLSS

An extension of XGBoost to probabilistic modelling

AlaaLab /deep-learning-uncertainty

文献调查、论文评论、实验设置和深度学习模型中预测不确定性估计基线方法的一系列实现。

deel-ai /puncc

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

JokerJohn /PALoc

[TMECH'2024] PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation

StatMixedML /LightGBMLSS

An extension of LightGBM to probabilistic modelling

JokerJohn /MS-Mapping

[ICRA@40] MS-Mapping: An Uncertainty-Aware Large-Scale Multi-Session LiDAR Mapping System

axelbrando /Mixture-Density-Networks-for-distribution-and-uncertainty-estimation

A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)

alfredgu001324 /MapUncertaintyPrediction

[CVPR 2024 Award Candidate] Producing and Leveraging Online Map Uncertainty in Trajectory Prediction

zillow /quantile-forest

Quantile Regression Forests compatible with scikit-learn.

baegwangbin /surface_normal_uncertainty

[ICCV 2021 Oral] Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation

mattpoggi /mono-uncertainty

CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation