Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond
Feder, Amir, Keith, Katherine A., Manzoor, Emaad, Pryzant, Reid, Sridhar, Dhanya, Wood-Doughty, Zach, Eisenstein, Jacob, Grimmer, Justin, Reichart, Roi, Roberts, Margaret E., Stewart, Brandon M., Veitch, Victor, Yang, Diyi
Published in Transactions of the Association for Computational Linguistics (18.10.2022)
Published in Transactions of the Association for Computational Linguistics (18.10.2022)
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Journal Article
A probabilistic approach for collective similarity-based drug-drug interaction prediction
Sridhar, Dhanya, Fakhraei, Shobeir, Getoor, Lise
Published in Bioinformatics (Oxford, England) (15.10.2016)
Published in Bioinformatics (Oxford, England) (15.10.2016)
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Journal Article
Heterogeneous Supervised Topic Models
Sridhar, Dhanya, Daumé, Hal, Blei, David
Published in Transactions of the Association for Computational Linguistics (17.06.2022)
Published in Transactions of the Association for Computational Linguistics (17.06.2022)
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Journal Article
Sparsity regularization via tree-structured environments for disentangled representations
Layne, Elliot, Hartford, Jason, Lachapelle, Sébastien, Blanchette, Mathieu, Sridhar, Dhanya
Year of Publication 30.05.2024
Year of Publication 30.05.2024
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Journal Article
Demystifying amortized causal discovery with transformers
Montagna, Francesco, Cairney-Leeming, Max, Sridhar, Dhanya, Locatello, Francesco
Year of Publication 27.05.2024
Year of Publication 27.05.2024
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Journal Article
In-Context Learning Can Re-learn Forbidden Tasks
Xhonneux, Sophie, Dobre, David, Tang, Jian, Gidel, Gauthier, Sridhar, Dhanya
Year of Publication 08.02.2024
Year of Publication 08.02.2024
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Journal Article
Does learning the right latent variables necessarily improve in-context learning?
Mittal, Sarthak, Elmoznino, Eric, Gagnon, Leo, Bhardwaj, Sangnie, Sridhar, Dhanya, Lajoie, Guillaume
Year of Publication 29.05.2024
Year of Publication 29.05.2024
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Journal Article
Evaluating Interventional Reasoning Capabilities of Large Language Models
Kasetty, Tejas, Mahajan, Divyat, Dziugaite, Gintare Karolina, Drouin, Alexandre, Sridhar, Dhanya
Year of Publication 08.04.2024
Year of Publication 08.04.2024
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Journal Article
Causal Representation Learning in Temporal Data via Single-Parent Decoding
Brouillard, Philippe, Lachapelle, Sébastien, Kaltenborn, Julia, Gurwicz, Yaniv, Sridhar, Dhanya, Drouin, Alexandre, Nowack, Peer, Runge, Jakob, Rolnick, David
Year of Publication 09.10.2024
Year of Publication 09.10.2024
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Journal Article
Causal Effects of Linguistic Properties
Pryzant, Reid, Card, Dallas, Jurafsky, Dan, Veitch, Victor, Sridhar, Dhanya
Year of Publication 24.10.2020
Year of Publication 24.10.2020
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Journal Article
Valid Causal Inference with (Some) Invalid Instruments
Hartford, Jason, Veitch, Victor, Sridhar, Dhanya, Leyton-Brown, Kevin
Year of Publication 19.06.2020
Year of Publication 19.06.2020
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Journal Article