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Crystal Diffusion Variational Autoencoder for Periodic Material Generation


Oct 12, 2021
Tian Xie, Xiang Fu, Octavian-Eugen Ganea, Regina Barzilay, Tommi Jaakkola


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Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design


Oct 09, 2021
Wengong Jin, Jeremy Wohlwend, Regina Barzilay, Tommi Jaakkola


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Learning Stable Classifiers by Transferring Unstable Features


Jun 15, 2021
Yujia Bao, Shiyu Chang, Regina Barzilay


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GeoMol: Torsional Geometric Generation of Molecular 3D Conformer Ensembles


Jun 08, 2021
Octavian-Eugen Ganea, Lagnajit Pattanaik, Connor W. Coley, Regina Barzilay, Klavs F. Jensen, William H. Green, Tommi S. Jaakkola


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NeuraCrypt: Hiding Private Health Data via Random Neural Networks for Public Training


Jun 04, 2021
Adam Yala, Homa Esfahanizadeh, Rafael G. L. D' Oliveira, Ken R. Duffy, Manya Ghobadi, Tommi S. Jaakkola, Vinod Vaikuntanathan, Regina Barzilay, Muriel Medard


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Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers


May 26, 2021
Yujia Bao, Shiyu Chang, Regina Barzilay

* ICML 2021 

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Consistent Accelerated Inference via Confident Adaptive Transformers


Apr 18, 2021
Tal Schuster, Adam Fisch, Tommi Jaakkola, Regina Barzilay


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Generating Related Work


Apr 18, 2021
Darsh J Shah, Regina Barzilay


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Nutribullets Hybrid: Multi-document Health Summarization


Apr 08, 2021
Darsh J Shah, Lili Yu, Tao Lei, Regina Barzilay

* NAACL 2021 Camera Ready 

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Nutri-bullets: Summarizing Health Studies by Composing Segments


Mar 22, 2021
Darsh J Shah, Lili Yu, Tao Lei, Regina Barzilay

* AAAI 2021 Camera Ready 
* 12 pages 

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Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence


Mar 15, 2021
Tal Schuster, Adam Fisch, Regina Barzilay

* NAACL 2021 

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Few-shot Conformal Prediction with Auxiliary Tasks


Feb 17, 2021
Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay


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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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