ML Research Wiki / Benchmarks / Causal Inference / IHDP

IHDP

Causal Inference Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Average Treatment Effect Error

Top Performing Models

Rank	Model	Paper	Average Treatment Effect Error	Date	Code
1	Random Forest	Estimating individual treatment effect: generalization bounds and algorithms	0.96	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
2	Balancing Linear Regression	Estimating individual treatment effect: generalization bounds and algorithms	0.93	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
3	k-NN	Estimating individual treatment effect: generalization bounds and algorithms	0.79	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
4	CEVAE	Causal Effect Inference with Deep Latent-Variable Models	0.46	2017-05-24	📦 uber/causalml 📦 AMLab-Amsterdam/CEVAE 📦 rik-helwegen/cevae_pytorch
5	Balancing Neural Network	Estimating individual treatment effect: generalization bounds and algorithms	0.42	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
6	Causal Forest	Estimating individual treatment effect: generalization bounds and algorithms	0.40	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
7	TARNet	Estimating individual treatment effect: generalization bounds and algorithms	0.28	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
8	Counterfactual Regression + WASS	Estimating individual treatment effect: generalization bounds and algorithms	0.27	2016-06-13	📦 clinicalml/cfrnet 📦 oddrose/cfrnet 📦 sschrod/bites 📦 xinshuli2022/cite
9	Dragonnet	Adapting Neural Networks for the Estimation of Treatment Effects	0.20	2019-06-05	📦 uber/causalml 📦 claudiashi57/dragonnet 📦 farazmah/dragonnet-pytorch 📦 alecmn/dragonnet-reproduced 📦 sakshambassi/hd-causal-effect

All Papers (9)

Estimating individual treatment effect: generalization bounds and algorithms

2016

Random Forest

clinicalml/cfrnet oddrose/cfrnet

Estimating individual treatment effect: generalization bounds and algorithms

2016

Balancing Linear Regression

clinicalml/cfrnet oddrose/cfrnet

Estimating individual treatment effect: generalization bounds and algorithms

2016

k-NN

clinicalml/cfrnet oddrose/cfrnet

Causal Effect Inference with Deep Latent-Variable Models

2017

CEVAE

uber/causalml AMLab-Amsterdam/CEVAE

Estimating individual treatment effect: generalization bounds and algorithms

2016

Balancing Neural Network

clinicalml/cfrnet oddrose/cfrnet

Estimating individual treatment effect: generalization bounds and algorithms

2016

Causal Forest

clinicalml/cfrnet oddrose/cfrnet

Estimating individual treatment effect: generalization bounds and algorithms

2016

TARNet

clinicalml/cfrnet oddrose/cfrnet

Estimating individual treatment effect: generalization bounds and algorithms

2016

Counterfactual Regression + WASS

clinicalml/cfrnet oddrose/cfrnet

Adapting Neural Networks for the Estimation of Treatment Effects

2019

Dragonnet

uber/causalml claudiashi57/dragonnet

IHDP

Performance Over Time

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Top Performing Models

All Papers (9)

Estimating individual treatment effect: generalization bounds and algorithms

Estimating individual treatment effect: generalization bounds and algorithms

Estimating individual treatment effect: generalization bounds and algorithms

Causal Effect Inference with Deep Latent-Variable Models

Estimating individual treatment effect: generalization bounds and algorithms

Estimating individual treatment effect: generalization bounds and algorithms

Estimating individual treatment effect: generalization bounds and algorithms

Estimating individual treatment effect: generalization bounds and algorithms

Adapting Neural Networks for the Estimation of Treatment Effects

Model	Paper	Average Treatment Effect Error	Date
Random Forest	Estimating individual treatment effect: generaliz…	0.96	2016-06-13
Balancing Linear Regression	Estimating individual treatment effect: generaliz…	0.93	2016-06-13
k-NN	Estimating individual treatment effect: generaliz…	0.79	2016-06-13
CEVAE	Causal Effect Inference with Deep Latent-Variable…	0.46	2017-05-24
Balancing Neural Network	Estimating individual treatment effect: generaliz…	0.42	2016-06-13
Causal Forest	Estimating individual treatment effect: generaliz…	0.40	2016-06-13
TARNet	Estimating individual treatment effect: generaliz…	0.28	2016-06-13
Counterfactual Regression + WASS	Estimating individual treatment effect: generaliz…	0.27	2016-06-13
Dragonnet	Adapting Neural Networks for the Estimation of Tr…	0.20	2019-06-05