Publications

ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning
Vamsi Aribandi, Yi Tay, Tal Schuster, Jinfeng Rao, Huaixiu Steven Zheng, Sanket Vaibhav Mehta, Honglei Zhuang, Vinh Q Tran, Dara Bahri, Jianmo Ni, Jai Gupta, Kai Hui, Sebastian Ruder, Donald Metzler.
2022.

PDF Video

Programming Puzzles
Tal Schuster, Ashwin Kalyan, Oleksandr Polozov, Adam Tauman Kalai.
2021.

PDF Code Dataset

Consistent Accelerated Inference via Confident Adaptive Transformers
Tal Schuster*, Adam Fisch*, Tommi Jaakkola, Regina Barzilay.
2021.

PDF Code Project Project

Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence
Tal Schuster, Adam Fisch, Regina Barzilay.
In North American Chapter of the Association for Computational Linguistics (NAACL), 2021.

PDF Code Dataset Project News article

Few-shot Conformal Prediction with Auxiliary Tasks
Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay.
2021.

PDF Project

Efficient Conformal Prediction via Cascaded Inference with Expanded Admission
Adam Fisch*, Tal Schuster*, Tommi Jaakkola, Regina Barzilay.
In ICLR, 2021.

PDF Code Project Project

Exploiting Rules to Enhance Machine Learning in Extracting Information From Multi-Institutional Prostate Pathology Reports
Enrico Santus, Tal Schuster, Amir M Tahmasebi, Clara Li, Adam Yala, Conor R Lanahan, Peter Prinsen, Scott F Thompson, Samuel Coons, Lance Mynderse, Regina Barzilay, Kevin Hughes.
In American Society of Clinical Oncology Journal (JCO), 2020.

PDF Project

Distilling the Evidence to Augment Fact Verification Models
Beatrice Portelli, Jason Zhao, Tal Schuster, Giuseppe Serra, Enrico Santus.
In Workshop on Fact Extraction and VERification (FEVER workshop at ACL), 2020.

PDF Project

The Limitations of Stylometry for Detecting Machine-Generated Fake News
Tal Schuster, Roei Schuster, Darsh J Shah, Regina Barzilay.
In Computational Linguistics, 2020.

PDF Dataset Project News article

Humpty Dumpty: Controlling Word Meanings via Corpus Poisoning
Roei Schuster, Tal Schuster, Yoav Meri, Vitaly Shmatikov.
In IEEE Symposium on Security and Privacy (IEEE S&P), 2020.

PDF Project Video

Automatic Fact-guided Sentence Modification
Darsh J Shah*, Tal Schuster*, Regina Barzilay.
In AAAI Conference on Artificial Intelligence (AAAI), 2020.

PDF Code Project News article

Towards Debiasing Fact Verification Models
Tal Schuster*, Darsh J Shah*, Yun Jie Serene Yeo, Daniel Filizzola, Enrico Santus, Regina Barzilay.
In Empirical Methods in Natural Language Processing (EMNLP), 2019.

PDF Code Project slides Video News article

A Deep Learning Model to Triage Screening Mammograms: A Simulation Study
Adam Yala, Tal Schuster, Randy Miles, Regina Barzilay, Constance Lehman.
In Radiological Society of North America, 2019.

PDF Code Project

Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing
Tal Schuster*, Ori Ram*, Regina Barzilay, Amir Globerson.
In North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL), 2019.

PDF Code Project slides Video

A Deep Learning Mammography-based Model for Improved Breast Cancer Risk Prediction
Adam Yala, Constance Lehman, Tal Schuster, Tally Portnoi, Regina Barzilay.
In Radiological Society of North America, 2019.

PDF Code Project News article

Deep Learning Model to Assess Cancer Risk on the Basis of a Breast MR Image Alone
Tally Portnoi, Adam Yala, Tal Schuster, Regina Barzilay, Brian Dontchos, Leslie Lamb, Constance Lehman.
In American Journal of Roentgenology (AJR), 2019.

PDF Code Project

Mammographic breast density assessment using deep learning: clinical implementation
Constance Lehman, Adam Yala, Tal Schuster, Brian Dontchos, Manisha Bahl, Kyle Swanson, Regina Barzilay.
In Radiological Society of North America, 2018.

PDF Code Project News article

Optical Flow Requires Multiple Strategies (but only one network)
Tal Schuster, Lior Wolf, David Gadot.
In Computer Vision and Pattern Recognition conference (CVPR), 2017.

PDF Code Project Poster slides