A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling

Last update: Nov 19, 2022

Overview

large-scale-ITE-UM-benchmark

This repository contains code and data to reproduce the results of the paper "A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling", submitted to NeurIPS 2021 Conference, Datasets and Benchmarks Track on OpenReview.

CRITEO-UPLIFTv2 dataset

Webpage: https://ailab.criteo.com/criteo-uplift-prediction-dataset/
Direct link to the data: http://go.criteo.net/criteo-research-uplift-v2.1.csv.gz
To reproduce the results of Table 3 and Figure 3, please install the required packages from requirements.txt and run the UM-experiment.ipynb notebook.

CRITEO-ITE dataset

To generate the data and reproduce the results of Table 4, please install the required packages from requirements.txt and run the ITE-experiment.ipynb notebook.

Owner

GitHub Repository

Code for the ICML 2021 paper "Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation", Haoxiang Wang, Han Zhao, Bo Li.

Bridging Multi-Task Learning and Meta-Learning Code for the ICML 2021 paper "Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Trainin

57 Dec 15, 2022

Code for "Neural 3D Scene Reconstruction with the Manhattan-world Assumption" CVPR 2022 Oral

News 05/10/2022 To make the comparison on ScanNet easier, we provide all quantitative and qualitative results of baselines here, including COLMAP, COL

365 Dec 30, 2022

🎓Automatically Update CV Papers Daily using Github Actions (Update at 12:00 UTC Every Day)

270 Jan 07, 2023

Go from graph data to a secure and interactive visual graph app in 15 minutes. Batteries-included self-hosting of graph data apps with Streamlit, Graphistry, RAPIDS, and more!

✔️ Linux ✔️ OS X ❌ Windows (#39) Welcome to graph-app-kit Turn your graph data into a secure and interactive visual graph app in 15 minutes! Why This

107 Jan 02, 2023

Uses OpenCV and Python Code to detect a face on the screen

Simple-Face-Detection This code uses OpenCV and Python Code to detect a face on the screen. This serves as an example program. Important prerequisites

1 Feb 12, 2022

minimizer-space de Bruijn graphs (mdBG) for whole genome assembly

rust-mdbg: Minimizer-space de Bruijn graphs (mdBG) for whole-genome assembly rust-mdbg is an ultra-fast minimizer-space de Bruijn graph (mdBG) impleme

148 Dec 01, 2022

MVFNet: Multi-View Fusion Network for Efficient Video Recognition (AAAI 2021)

MVFNet: Multi-View Fusion Network for Efficient Video Recognition (AAAI 2021) Overview We release the code of the MVFNet (Multi-View Fusion Network).

2 Jan 29, 2022

Code for paper "Vocabulary Learning via Optimal Transport for Neural Machine Translation"

**Codebase and data are uploaded in progress. ** VOLT(-py) is a vocabulary learning codebase that allows researchers and developers to automaticaly ge

416 Jan 09, 2023

Seeing if I can put together an interactive version of 3b1b's Manim in Streamlit

streamlit-manim Seeing if I can put together an interactive version of 3b1b's Manim in Streamlit Installation I had to install pango with sudo apt-get

6 Aug 03, 2022

UniFormer - official implementation of UniFormer

UniFormer This repo is the official implementation of "Uniformer: Unified Transformer for Efficient Spatiotemporal Representation Learning". It curren

573 Jan 04, 2023

git《Self-Attention Attribution: Interpreting Information Interactions Inside Transformer》(AAAI 2021) GitHub:

Self-Attention Attribution This repository contains the implementation for AAAI-2021 paper Self-Attention Attribution: Interpreting Information Intera

60 Dec 29, 2022

A resource for learning about deep learning techniques from regression to LSTM and Reinforcement Learning using financial data and the fitness functions of algorithmic trading

A tour through tensorflow with financial data I present several models ranging in complexity from simple regression to LSTM and policy networks. The s

195 Dec 07, 2022

A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling

Related tags

Overview

large-scale-ITE-UM-benchmark

CRITEO-UPLIFTv2 dataset

CRITEO-ITE dataset

Owner

Code for the ICML 2021 paper "Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation", Haoxiang Wang, Han Zhao, Bo Li.

Code for "Neural 3D Scene Reconstruction with the Manhattan-world Assumption" CVPR 2022 Oral

🎓Automatically Update CV Papers Daily using Github Actions (Update at 12:00 UTC Every Day)

Go from graph data to a secure and interactive visual graph app in 15 minutes. Batteries-included self-hosting of graph data apps with Streamlit, Graphistry, RAPIDS, and more!

Uses OpenCV and Python Code to detect a face on the screen

minimizer-space de Bruijn graphs (mdBG) for whole genome assembly

MVFNet: Multi-View Fusion Network for Efficient Video Recognition (AAAI 2021)

Code for paper "Vocabulary Learning via Optimal Transport for Neural Machine Translation"

Seeing if I can put together an interactive version of 3b1b's Manim in Streamlit

UniFormer - official implementation of UniFormer

git《Self-Attention Attribution: Interpreting Information Interactions Inside Transformer》(AAAI 2021) GitHub:

A resource for learning about deep learning techniques from regression to LSTM and Reinforcement Learning using financial data and the fitness functions of algorithmic trading

Extreme Dynamic Classifier Chains - XGBoost for Multi-label Classification

Generative Adversarial Networks for High Energy Physics extended to a multi-layer calorimeter simulation

Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth

Pytorch Lightning code guideline for conferences

Jupyter notebooks for the code samples of the book "Deep Learning with Python"

VIsually-Pivoted Audio and(N) Text

AdaDM: Enabling Normalization for Image Super-Resolution

Source code for CIKM 2021 paper for Relation-aware Heterogeneous Graph for User Profiling