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Dual Learning for Large Vocabulary On-Device ASR


Jan 11, 2023
Cal Peyser, Ronny Huang, Tara Sainath, Rohit Prabhavalkar, Michael Picheny, Kyunghyun Cho

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Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild?


Dec 20, 2022
Sang-Woo Lee, Sungdong Kim, Donghyeon Ko, Donghoon Ham, Youngki Hong, Shin Ah Oh, Hyunhoon Jung, Wangkyo Jung, Kyunghyun Cho, Donghyun Kwak, Hyungsuk Noh, Woomyoung Park

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* Working in Progress 

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On the Blind Spots of Model-Based Evaluation Metrics for Text Generation


Dec 20, 2022
Tianxing He, Jingyu Zhang, Tianle Wang, Sachin Kumar, Kyunghyun Cho, James Glass, Yulia Tsvetkov

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Joint Embedding Predictive Architectures Focus on Slow Features


Nov 20, 2022
Vlad Sobal, Jyothir S V, Siddhartha Jalagam, Nicolas Carion, Kyunghyun Cho, Yann LeCun

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* 4 pages (3 figures) short paper for SSL Theory and Practice workshop at NeurIPS 2022. Code is available at https://github.com/vladisai/JEPA_SSL_NeurIPS_2022 

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Language Model Classifier Aligns Better with Physician Word Sensitivity than XGBoost on Readmission Prediction


Nov 15, 2022
Grace Yang, Ming Cao, Lavender Y. Jiang, Xujin C. Liu, Alexander T. M. Cheung, Hannah Weiss, David Kurland, Kyunghyun Cho, Eric K. Oermann

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* Extended Abstract presented at Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual, http://www.ml4h.cc, 13 pages 

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A Pareto-optimal compositional energy-based model for sampling and optimization of protein sequences


Oct 19, 2022
Nataša Tagasovska, Nathan C. Frey, Andreas Loukas, Isidro Hötzel, Julien Lafrance-Vanasse, Ryan Lewis Kelly, Yan Wu, Arvind Rajpal, Richard Bonneau, Kyunghyun Cho, Stephen Ra, Vladimir Gligorijević

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HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea


Oct 11, 2022
Haneul Yoo, Jiho Jin, Juhee Son, JinYeong Bak, Kyunghyun Cho, Alice Oh

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* Findings of NAACL 2022 

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PropertyDAG: Multi-objective Bayesian optimization of partially ordered, mixed-variable properties for biological sequence design


Oct 08, 2022
Ji Won Park, Samuel Stanton, Saeed Saremi, Andrew Watkins, Henri Dwyer, Vladimir Gligorijevic, Richard Bonneau, Stephen Ra, Kyunghyun Cho

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* 9 pages, 7 figures. Submitted to NeurIPS 2022 AI4Science Workshop 

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A Non-monotonic Self-terminating Language Model


Oct 03, 2022
Eugene Choi, Cheolhyoung Lee, Kyunghyun Cho

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* 10 pages, 6 figures 

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Towards Disentangled Speech Representations


Aug 28, 2022
Cal Peyser, Ronny Huang Andrew Rosenberg Tara N. Sainath, Michael Picheny, Kyunghyun Cho

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