Causal Estimation for Text Data with (Apparent) Overlap Violations

30 September 2022

Papers citing "Causal Estimation for Text Data with (Apparent) Overlap Violations"

20 / 20 papers shown

Title
DOLCE: Decomposing Off-Policy Evaluation/Learning into Lagged and Current Effects Shu Tamano Masanori Nojima OffRL 191 0 0 02 May 2025
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 185 1 0 22 Dec 2024
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 447 0 0 28 Oct 2024
Deconfounding Scores: Feature Representations for Causal Effect Estimation with Weak Overlap Alexander DÁmour Alexander M. Franks CML 41 10 0 12 Apr 2021
Causal Effects of Linguistic Properties Reid Pryzant Dallas Card Dan Jurafsky Victor Veitch Dhanya Sridhar CML 64 48 0 24 Oct 2020
Quantifying the Causal Effects of Conversational Tendencies Justine Zhang Sendhil Mullainathan Cristian Danescu-Niculescu-Mizil CML 41 26 0 08 Sep 2020
Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates Katherine A. Keith David D. Jensen Brendan O'Connor CML 37 114 0 01 May 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 232 7,520 0 02 Oct 2019
Estimating Causal Effects of Tone in Online Debates Dhanya Sridhar Lise Getoor 44 35 0 10 Jun 2019
Adapting Neural Networks for the Estimation of Treatment Effects Claudia Shi David M. Blei Victor Veitch CML 148 376 0 05 Jun 2019
Adapting Text Embeddings for Causal Inference Victor Veitch Dhanya Sridhar David M. Blei CML 43 21 0 29 May 2019
When do Words Matter? Understanding the Impact of Lexical Choice on Audience Perception using Individual Treatment Effect Estimation Zhao Wang A. Culotta CML 43 15 0 12 Nov 2018
Challenges of Using Text Classifiers for Causal Inference Zach Wood-Doughty I. Shpitser Mark Dredze CML 47 73 0 01 Oct 2018
How to Make Causal Inferences Using Texts Naoki Egami Christian Fong Justin Grimmer Margaret E. Roberts Brandon M Stewart CML 71 141 0 06 Feb 2018
Matching with Text Data: An Experimental Evaluation of Methods for Matching Documents and of Measuring Match Quality Reagan Mozer Luke W. Miratrix A. Kaufman L. Jason Anastasopoulos CML 59 61 0 02 Jan 2018
Overlap in Observational Studies with High-Dimensional Covariates Alexander DÁmour Peng Ding Avi Feller Lihua Lei Jasjeet Sekhon 149 195 0 07 Nov 2017
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 206 744 0 24 May 2017
Double/Debiased/Neyman Machine Learning of Treatment Effects Victor Chernozhukov Denis Chetverikov Mert Demirer E. Duflo Christian B. Hansen Whitney Newey CML FedML 149 351 0 30 Jan 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
The effect of wording on message propagation: Topic- and author-controlled natural experiments on Twitter Chenhao Tan Lillian Lee B. Pang 79 200 0 06 May 2014