publications

2025

1. Monte Carlo Tree Diffusion for System 2 Planning

   Jaesik Yoon, Hyeonseo Cho, Doojin Baek, and 2 more authors

   arXiv preprint arXiv:2502.07202, 2025

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2024

1. Dr. Strategy: Model-Based Generalist Agents with Strategic Dreaming

   Hany Hamed, Subin Kim, Dongyeong Kim, and 2 more authors

   In The Forty-first International Conference on Machine Learning, 2024

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2. Spatially-Aware Transformers for Embodied Agents

   Junmo Cho^*, Jaesik Yoon^*, and Sungjin Ahn

   In The Twelfth International Conference on Learning Representations, Spotlight (top 5% of submissions), 2024

   * Equal contribution

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2023

1. An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning

   Jaesik Yoon, Yi-Fu Wu, Heechul Bae, and 1 more author

   In International Conference on Machine Learning, 2023

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2021

1. TransDreamer: Reinforcement Learning with Transformer World Models

   Chang Chen^*, Jaesik Yoon^*, Yi-Fu Wu^*, and 1 more author

   In Deep RL Workshop NeurIPS 2021, 2021

   * Equal contribution

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2. Generative video transformer: Can objects be the words?

   Yi-Fu Wu, Jaesik Yoon, and Sungjin Ahn

   In International Conference on Machine Learning, 2021

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2020

1. Robustifying sequential neural processes

   Jaesik Yoon, Gautam Singh, and Sungjin Ahn

   In International Conference on Machine Learning, 2020

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2019

1. One-shot learning for text-to-sql generation

   Dongjun Lee, Jaesik Yoon, Jongyun Song, and 2 more authors

   arXiv preprint arXiv:1905.11499, 2019

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2. Sequential neural processes

   Gautam Singh^*, Jaesik Yoon^*, Youngsung Son, and 1 more author

   Advances in Neural Information Processing Systems, Spotlight (top 2% of submissions), 2019

   * Equal contribution

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2018

1. Deep Learning on Key Performance Indicators for Predictive Maintenance in SAP HANA

   Jaekoo Lee, Byunghan Lee, Jongyoon Song, and 4 more authors

   arXiv preprint arXiv:1804.05497, 2018
2. Bayesian model-agnostic meta-learning

   Jaesik Yoon^*, Taesup Kim^*, Ousmane Dia, and 3 more authors

   Advances in neural information processing systems, Spotlight (top 3% of submissions), 2018

   * Equal contribution

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2014

1. A hierarchical-structured dictionary learning for image classification

   Jaesik Yoon, Jinho Choi, and Chang D Yoo

   In 2014 IEEE International Conference on Image Processing (ICIP), Oral, 2014

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2012

1. Dictionary learning for dark image enhancement

   Jaesik Yoon, Yuna Seo, Jungyu Kang, and 1 more author

   In 2012 9th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI), 2012

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