People

Kyunghyun Cho

Research Scientist

I am a research scientist at Facebook AI Research and an assistant professor of computer science and data science at New York University. I was a postdoctoral fellow at University of Montreal until summer 2015 under the supervision of Prof. Yoshua Bengio, and received PhD and MSc degrees from Aalto University early 2014 under the supervision of Prof. Juha Karhunen, Dr. Tapani Raiko and Dr. Alexander Ilin. I try my best to find a balance among machine learning, natural language processing, and life, but almost always fail to do so.

Interests

I have three broad research ares of interest: (1) structured object generation: structured output prediction and neural sequence modeling; (2) languages and intelligence: natural language processing, emergent communication; (3) applications of machine learning: deep learning for medical imaging, deep learning for natural sciences (particle physics and molecular chemistry)

Latest Publications

Don’t Say That! Making Inconsistent Dialogue Unlikely with Unlikelihood Training

Margaret Li, Stephen Roller, Ilia Kulikov, Sean Welleck, Y-Lan Boureau, Kyunghyun Cho, Jason Weston

ACL - June 22, 2020

Dynamics-aware Embeddings

William F. Whitney, Rajat Agarwal, Kyunghyun Cho, Abhinav Gupta

ICLR - April 25, 2020

Neural Machine Translation with Byte-Level Subwords

Changhan Wang, Kyunghyun Cho, Jiatao Gu

AAAI - February 14, 2020

Finding Generalizable Evidence by Learning to Convince Q&A Models

Ethan Perez, Siddharth Karamcheti, Rob Fergus, Jason Weston, Douwe Kiela, Kyunghyun Cho

EMNLP - November 4, 2019

Countering Language Drift via Visual Grounding

Jason Lee, Kyunghyun Cho, Douwe Kiela

EMNLP - November 4, 2019

Emergent Linguistic Phenomena in Multi-Agent Communication Games

Laura Graesser, Kyunghyun Cho, Douwe Kiela

EMNLP - November 4, 2019

Insertion-based Decoding with automatically Inferred Generation Order

Jiatao Gu, Qi Lu, Kyunghyun Cho

TACL - November 4, 2019

Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations

Jiatao Gu, Yong Wang, Kyunghyun Cho, Victor O.K. Li

ACL - July 29, 2019

Non-Monotonic Sequential Text Generation

Sean Welleck, Kianté Brantley, Hal Daumé III, Kyunghyun Cho

ICML - June 10, 2019

Dynamic Meta-Embeddings for Improved Sentence Representations

Douwe Kiela, Changhan Wang, Kyunghyun Cho

EMNLP 2018 - November 2, 2018

Jump to better conclusions: SCAN both left and right

Joost Bastings, Marco Baroni, Jason Weston, Kyunghyun Cho, Douwe Kiela

EMNLP 2018 - November 2, 2018

Conditional Molecular Design with Deep Generative Models

Seokho Kang, Kyunghyun Cho

Journal of Chemical Information and Modeling - July 17, 2018

Code-Switched Named Entity Recognition with Embedding Attention

Changhan Wang, Kyunghyun Cho, Douwe Kiela

ACL CALCS Workshop 2018 - July 13, 2018

Emergent Communication in a Multi-Modal, Multi-Step Referential Game

Katrina Evtimova, Andrew Drozdov, Douwe Kiela, Kyunghyun Cho

ICLR 2018 - April 30, 2018

Emergent Translation in Multi-Agent Communication

Jason Lee, Kyunghyun Cho, Jason Weston, Douwe Kiela

ICLR 2018 - April 30, 2018