I am a Ph.D. candidate at UC Irvine studying cognitive neuroscience. My primary interest lies in investigating how different configurations of representations in humans and artificial agents affect their planning strategies in the reinforcement learning (RL) framework.
Preprints
[6] Yoo J, Chrastil RE, Bornstein AM. Cognitive graphs: Representational substrates for planning. In revision. [paper]
Peer-reviewed articles
[5] Schultz H, Yoo J, Meshi D, Heekeren HR (2022). Category-specific memory encoding in the medial temporal lobe and beyond: The role of reward. Learning and Memory 29 (10), 379-389. [paper]
[4] Yoo J, Bornstein AM (2022). Two-stage task with increased state space complexity to assess online planning. Proceedings of the 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022). [paper]
[3] Yoo J, Jun T, Kim Y (2021). xECGNet: Fine-tuning attention map within convolutional neural network to improve detection and explainability of concurrent cardiac arrhythmias. Computer Methods and Programs in Biomedicine, 208, 106281. [paper]
[2] Yoo J, Min S, Lee S, Han S (2021). Neural correlates of episodic memory modulated by temporally delayed rewards. PLoS ONE 16(4): e0249290. [paper]
[1] Shin H, Yoon H, Yoo J, Cho K (2013). The Effect of Metacognitive Strategies during Reviewing. Proceedings of the 35th Annual Conference of the Cognitive Science Society.[paper]
Yoo J, Jun T, Kim Y. Method and apparatus of explainable multi electrocardiogram arrhythmia diagnosis. Republic of Korea, Dec. 2020 (Application No. 10-2020-0166666)
Yoo J, Bornstein AM. Increased state-space complexity encourages online planning in the two-stage task. 2022 Center for the Neurobiology of Learning and Memory (CNLM) Spring Conference, Univrsity of California, Irvine, CA, USA.
Yoo J, Bornstein AM. Task complexity and experience dictate the use of online, versus offline, planning in humans. Society for Neuroeconomics 2021 Annual Conference (virtual).
Yoo J, Schultz H, Meshi D, Han S, Heekeren HR. Differential modulation of reward on memory encoding for objects and scenes is reflected in functional connectivity patterns. Society for Neuroscience 2018 Annual Conference, San Diego, USA.
Schultz H, Yoo J, Meshi D, Heekeren HR. Reward modulates memory encoding for objects and scenes in the medial temporal lobe. Society for Neuroscience 2017 Annual Conference, Washington, DC, USA.
Shin M, Jung Y, Yoo J. Effects of LBS on Psychological Distance in CMC. International Communication Association 2015 Annual Conference, Puerto Rico.
Yoo J, Maeng M, H Chae. The study of how visual aesthetics in SNS affects user's emotion and usability. Oral presentation at The HCI Society of Korea (2013), Seoul, Republic of Korea
Jeong W, Yoo J, Park H, Cho K. Development and Evaluation of Gesture Interface Based Presentation Program Using Kinect. Poster presentation at The HCI Society of Korea (2012), Seoul, Republic of Korea
Awarded based on the research paper for the advancement for candidacy ($7,000).
Travel award for attending the Upper Bound in Edmonton, Canada (May, 2023; $1,500).
Travel award for attending RLDM 2022 (The 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making; June 8-11, 2022; $300).
Travel award for attending the AI Week in Edmonton, Canada (May 24-27, 2022; $1,500).
Full tuition and additional stipend for 2 quarters.
Awarded based on performance during a 6-month AI-specialist Training Program.
Project: Transformer-based multilingual grapheme-to-phoneme conversion (awarded as a team)
Recipient of the 2015 "Friends of the Pacific Rim" Scholarship (5,000,000 KRW)
Paper: A Survey Research about the Social Functionality of Mixed Emotions
Paper: The Effect of Metacognitive Strategies During Reviewing
Worked at CHILab with Prof. MD. Young-hak Kim and Dr. Tae Joon Jun
Worked at Applied Brain Cognition Laboratory with Prof. Sanghoon Han
Worked at Connected Minds Lab with Prof. Wouter van den Bos and Dr. Lucas Molleman
Teaching as a TA in Fall 2023 at UCI
Teaching as a TA in Spring 2022 at UCI
Taught as a TA in Fall 2021 at UCI
Taught as a TA in Spring 2021 at UCI
Taught as a TA in Winter 2021 & Winter 2022 at UCI
Proficient: Python, Matlab, Intermediate: C, Javascript, R
Passed the MRI safety training at the Center for Cognitive Neuroscience Berlin (CCNB) in 2017
License acquired in 2019 (license number: AIIA-003-010)
Native: Korean, Fluent: English (iBT TOEFL score: 116)
Invited speakers from all over the world to give virtual or in-person talks to the department. Scheduled meetings for the speaker with department faculty and graduate students. Created and hosted panels and student flash talks with speakers.
Participated in UKC 2021 (34th US-Korea conference on Science, Technology, and Entrepreneurship) as a student volunteer.