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CapWAP: Captioning with a Purpose

Nov 09, 2020
Adam Fisch, Kenton Lee, Ming-Wei Chang, Jonathan H. Clark, Regina Barzilay

* EMNLP 2020 

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Modeling Drug Combinations based on Molecular Structures and Biological Targets

Nov 09, 2020
Wengong Jin, Regina Barzilay, Tommi Jaakkola

* Accepted to NeurIPS 2020 Machine Learning for Molecules Workshop 

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Deciphering Undersegmented Ancient Scripts Using Phonetic Prior

Oct 21, 2020
Jiaming Luo, Frederik Hartmann, Enrico Santus, Yuan Cao, Regina Barzilay

* TACL 2020, pre-MIT Press publication version 

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Relaxed Conformal Prediction Cascades for Efficient Inference Over Many Labels

Jul 08, 2020
Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay


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Domain Extrapolation via Regret Minimization

Jun 24, 2020
Wengong Jin, Regina Barzilay, Tommi Jaakkola


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Improved Conditional Flow Models for Molecule to Image Synthesis

Jun 15, 2020
Karren Yang, Samuel Goldman, Wengong Jin, Alex Lu, Regina Barzilay, Tommi Jaakkola, Caroline Uhler


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Learning Graph Models for Template-Free Retrosynthesis

Jun 12, 2020
Vignesh Ram Somnath, Charlotte Bunne, Connor W. Coley, Andreas Krause, Regina Barzilay


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Optimal Transport Graph Neural Networks

Jun 11, 2020
Gary Bécigneul, Octavian-Eugen Ganea, Benson Chen, Regina Barzilay, Tommi Jaakkola


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Uncertainty Quantification Using Neural Networks for Molecular Property Prediction

May 20, 2020
Lior Hirschfeld, Kyle Swanson, Kevin Yang, Regina Barzilay, Connor W. Coley


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Adaptive Invariance for Molecule Property Prediction

May 05, 2020
Wengong Jin, Regina Barzilay, Tommi Jaakkola


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Improving Molecular Design by Stochastic Iterative Target Augmentation

Feb 11, 2020
Kevin Yang, Wengong Jin, Kyle Swanson, Regina Barzilay, Tommi Jaakkola

* Under submission to ICML 2020 

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Composing Molecules with Multiple Property Constraints

Feb 08, 2020
Wengong Jin, Regina Barzilay, Tommi Jaakkola


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Hierarchical Generation of Molecular Graphs using Structural Motifs

Feb 08, 2020
Wengong Jin, Regina Barzilay, Tommi Jaakkola


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Blank Language Models

Feb 08, 2020
Tianxiao Shen, Victor Quach, Regina Barzilay, Tommi Jaakkola


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Capturing Greater Context for Question Generation

Oct 22, 2019
Luu Anh Tuan, Darsh J Shah, Regina Barzilay


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Learning to Make Generalizable and Diverse Predictions for Retrosynthesis

Oct 21, 2019
Benson Chen, Tianxiao Shen, Tommi S. Jaakkola, Regina Barzilay


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Automatic Fact-guided Sentence Modification

Sep 30, 2019
Darsh J Shah, Tal Schuster, Regina Barzilay


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Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency Parsers

Sep 20, 2019
Adam Fisch, Jiang Guo, Regina Barzilay

* EMNLP 2019 

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Towards Debiasing Fact Verification Models

Aug 31, 2019
Tal Schuster, Darsh J Shah, Yun Jie Serene Yeo, Daniel Filizzola, Enrico Santus, Regina Barzilay

* EMNLP IJCNLP 2019 

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Are We Safe Yet? The Limitations of Distributional Features for Fake News Detection

Aug 26, 2019
Tal Schuster, Roei Schuster, Darsh J Shah, Regina Barzilay


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Few-shot Text Classification with Distributional Signatures

Aug 16, 2019
Yujia Bao, Menghua Wu, Shiyu Chang, Regina Barzilay

* Work in progress 

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Neural Decipherment via Minimum-Cost Flow: from Ugaritic to Linear B

Jun 16, 2019
Jiaming Luo, Yuan Cao, Regina Barzilay

* Accepted by ACL 2019 

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Multi-resolution Autoregressive Graph-to-Graph Translation for Molecules

Jun 11, 2019
Wengong Jin, Regina Barzilay, Tommi Jaakkola


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Latent Space Secrets of Denoising Text-Autoencoders

May 29, 2019
Tianxiao Shen, Jonas Mueller, Regina Barzilay, Tommi Jaakkola


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Path-Augmented Graph Transformer Network

May 29, 2019
Benson Chen, Regina Barzilay, Tommi Jaakkola

* Appears in ICML LRG Workshop 

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Using Machine Learning and Natural Language Processing to Review and Classify the Medical Literature on Cancer Susceptibility Genes

Apr 24, 2019
Yujia Bao, Zhengyi Deng, Yan Wang, Heeyoon Kim, Victor Diego Armengol, Francisco Acevedo, Nofal Ouardaoui, Cathy Wang, Giovanni Parmigiani, Regina Barzilay, Danielle Braun, Kevin S Hughes


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Inferring Which Medical Treatments Work from Reports of Clinical Trials

Apr 04, 2019
Eric Lehman, Jay DeYoung, Regina Barzilay, Byron C. Wallace

* Accepted to NAACL 2019 

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Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing

Apr 04, 2019
Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson

* NAACL 2019 

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