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A Functional Information Perspective on Model Interpretation



Itai Gat , Nitay Calderon , Roi Reichart , Tamir Hazan

* Accepted to ICML 2022 

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In the Eye of the Beholder: Robust Prediction with Causal User Modeling



Amir Feder , Guy Horowitz , Yoav Wald , Roi Reichart , Nir Rosenfeld


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CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior



Eldar David Abraham , Karel D'Oosterlinck , Amir Feder , Yair Ori Gat , Atticus Geiger , Christopher Potts , Roi Reichart , Zhengxuan Wu


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Learning Discrete Structured Variational Auto-Encoder using Natural Evolution Strategies



Alon Berliner , Guy Rotman , Yossi Adi , Roi Reichart , Tamir Hazan

* Published as a conference paper at ICLR 2022 

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Example-based Hypernetworks for Out-of-Distribution Generalization



Tomer Volk , Eyal Ben-David , Ohad Amosy , Gal Chechik , Roi Reichart

* First two authors contributed equally to this work. Our code and data are available at: https://github.com/TomerVolk/Hyper-PADA 

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DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation



Nitay Calderon , Eyal Ben-David , Amir Feder , Roi Reichart

* Our code and data are available at https://github.com/nitaytech/DoCoGen 

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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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DILBERT: Customized Pre-Training for Domain Adaptation withCategory Shift, with an Application to Aspect Extraction



Entony Lekhtman , Yftah Ziser , Roi Reichart


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Towards Zero-shot Language Modeling



Edoardo Maria Ponti , Ivan Vulić , Ryan Cotterell , Roi Reichart , Anna Korhonen


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Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions



Daniel Rosenberg , Itai Gat , Amir Feder , Roi Reichart

* ACL 2021. Our code and data are available at https://danrosenberg.github.io/rad-measure/ 

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