Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference

2 August 2024

Papers citing "Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference"

20 / 20 papers shown

Title
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects Ahmed Alaa Zaid Ahmad Mark van der Laan CML 194 16 0 28 Aug 2023
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 134 25 0 14 Jun 2022
Crystal Diffusion Variational Autoencoder for Periodic Material Generation Tian Xie Xiang Fu O. Ganea Regina Barzilay Tommi Jaakkola DiffM BDL 264 251 0 12 Oct 2021
Variational Diffusion Models Diederik P. Kingma Tim Salimans Ben Poole Jonathan Ho DiffM 198 1,138 0 01 Jul 2021
Localized Conformal Prediction: A Generalized Inference Framework for Conformal Prediction Leying Guan 249 82 0 15 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 310 7,971 0 11 May 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 354 3,728 0 18 Feb 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 385 6,592 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 304 7,500 0 06 Oct 2020
Kernel Assisted Learning for Personalized Dose Finding Liangyu Zhu Wenbin Lu Michael R. Kosorok R. Song 43 10 0 19 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 770 18,408 0 19 Jun 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 172 195 0 11 Jun 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 392 329 0 03 Jun 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 174 49 0 13 May 2020
The limits of distribution-free conditional predictive inference Rina Foygel Barber Emmanuel J. Candès Aaditya Ramdas Robert Tibshirani UQCV 394 277 0 12 Mar 2019
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 225 749 0 24 May 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes Ahmed Alaa M. Schaar CML 180 304 0 10 Apr 2017
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 306 730 0 12 May 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 312 7,035 0 12 Mar 2015
A tutorial on conformal prediction Glenn Shafer V. Vovk 459 1,152 0 21 Jun 2007