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Estimating Social Influence from Observational Data



Dhanya Sridhar , Caterina De Bacco , David Blei

* To appear at CLeaR 2022 (1st Conference on Causal Learning and Reasoning) 

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Identifiable Variational Autoencoders via Sparse Decoding



Gemma E. Moran , Dhanya Sridhar , Yixin Wang , David M. Blei


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Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond



Amir Feder , Katherine A. Keith , Emaad Manzoor , Reid Pryzant , Dhanya Sridhar , Zach Wood-Doughty , Jacob Eisenstein , Justin Grimmer , Roi Reichart , Margaret E. Roberts , Brandon M. Stewart , Victor Veitch , Diyi Yang


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Causal Effects of Linguistic Properties



Reid Pryzant , Dallas Card , Dan Jurafsky , Victor Veitch , Dhanya Sridhar


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Valid Causal Inference with (Some) Invalid Instruments



Jason Hartford , Victor Veitch , Dhanya Sridhar , Kevin Leyton-Brown


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Estimating Causal Effects of Tone in Online Debates



Dhanya Sridhar , Lise Getoor

* Accepted at International Joint Conference on Artificial Intelligence (IJCAI) 2019 for oral presentation 

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Using Text Embeddings for Causal Inference



Victor Veitch , Dhanya Sridhar , David M. Blei


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Equal Opportunity and Affirmative Action via Counterfactual Predictions



Yixin Wang , Dhanya Sridhar , David M. Blei

* 18 pages 

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Scalable Structure Learning for Probabilistic Soft Logic



Varun Embar , Dhanya Sridhar , Golnoosh Farnadi , Lise Getoor

* 8 pages, 2 figures 

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