Publications


Jounal Papers


  • Marilina Mastrogiuseppe, Natasha Bertelsen, Maria Francesca Bedeschi, S. A. Lee.
    The spatiotemporal organization of episodic memory and its disruption in a neurodevelopmental disorder,
    Scientific Reports 9.1 (2019): 1-12. (Dec 2019)
  • D. J. Kim., G. Y. Park., John P. O., S-W Lee.,
    Task complexity interacts with state-space uncertainty in the arbitration between model-based and model-free learning,
    Nature Communications. (Dec 2019)
  • H-G Jung., S. W. Lee.,
    Few-Shot Learning with Geometric Constraints,
    IEEE Transactions on Neural Networks and Learning Systems(accepted)
  • E. W. Kim., M. S. Lee., S. H. Oh.,
    A Scalable Framework for Data-Driven Subspace Representation and Clustering,
    Pattern Recognition Letters, vol. 125, pp. 742-749, (Jul. 2019).


Conference Papers


  • W-J. Nam, S. Gur, J. Choi, L. Wolf, S-W. Lee.,

    Relative Attributing Propagation: Interpreting the Comparative Contributions of Individual Units in Deep Neural Networks,

    AAAI Conference on Artificial Intelligence (AAAI) (Accepted).

  • Namrata Sharma., C. H. Lee., S-W. Lee.,

    Integrated Platform for Understanding Physical Prior & Task Learning,

    IEEE International Conference on Robot Intelligence Technology and Applications (Accepted).

  • J. H. Shin., S. A. Lee.,

    Novelty and uncertainty representation in the human brain during flexible learning,

    2019 한국인지과학회 학술대회 (2019).

  • J. Y. Kim., Y.  J. Rah., S. A. Lee.,
    The role of spatial boundaries in episodic memory in young children,
    International Brain Research Organization (2019).
  • J. E. Hwang., J. H. Park., S. A. Lee.,

    Temporal Order Memory Performance as a Behavioral Biomarker of Alzheimer’s Disease,

    International Brain Research Organization (2019).

  • Y. J. Rah., J. H. Shin., S. A. Lee.,
    Dissociable neural signatures of prefrontal cortex for subjective and objective memory performance,
    International Brain Research Organization (2019).

  • J. H. Yun., Peng Zheng, E. H. Yang., Aurelie C. Lozano, Aleksandr Aravkin,
    Trimming the L1 Regularizer: Statistical Analysis, Optimization, and Applications to Deep Learning,
    International Conference on Machine Learning(ICML) (2019).

  • C. H. Ahn., E. W. Kim., S. H. Oh.,
    Deep Elastic Networks with Model Selection for Multi-Task Learning,
    International Conference on Computer Vision(ICCV) (2019).

  • C. H. Ahn., M. S. Lee., S. H. Oh.,
    Unsupervised 3D Reconstruction Networks,
    International Conference on Computer Vision(ICCV) (2019).

  • M. J. Kang., K. J. Lee., S. H. Oh.,
    Soft Action Particle Deep Reinforcement Learning for a Continuous Action Space,
    2019 IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS) (2019).

  • H. Y. Yoo., E. W. Kim., S. H. Oh.,
    중첩 희소 네트워크를 이용한 계층적인 이미지 의미론적 분할 네트워크,
    통신정보 합동학술대회 (2019).



Posters


  • J. H. Shin., J. H. Lee., S. H. Kim., S-W. Lee.,

    Designing model-based and model-free reinforcement learning tasks without human guidance,

    The Multi-disciplinary Conference on Reinforcement Learning and Decision Making (2019).

  • D. J. Kim., S-W. Lee.,

    Behavioral and neural evidence for intrinsic motivation effect on reinforcement learning,

    The Multi-disciplinary Conference on Reinforcement Learning and Decision Making (2019).

  • D. J. Kim., S-W. Lee.,
    Deciphering model-based and model-free reinforcement learning strategies and choices from electroencephalography,
    The Multi-disciplinary Conference on Reinforcement Learning and Decision Making (2019).
  • S. J. An, B. D. Martino, and S-W. Lee.,

    Metacognitive exploration in reinforcement learning,

    The Multi-disciplinary Conference on Reinforcement Learning and Decision Making (2019).

  • J. E. Hwang., S. A. Lee.,
    Development of what, where, when components in episodic memory,
    한국인지과학회 (2019).

  • Gitae Koo., S. A. Lee.,
    Scene perception and memory: Comparison of Scene Memory Performance in Williams Syndrome and Typical Young Adults,
    한국인지과학회 (2019).

  • J. H. Shin., S. A. Lee.,
    Novelty and uncertainty representation in the human brain during flexible learning,
    한국인지과학회 (2019).

  • Y.  J. Rah., S. A. Lee.,
    The contrast between subjective and objective memory in recalling events with episodic memory components.
    한국인지과학회 (2019).

  • Jiyun Kim., S. A. Lee.,
    The role of spatial boundaries in episodic memory in young children,
    Joint Meeting of International Brain Research Organization & Federation of Asian-Oceanian Neuroscience Societies (2019).

  • Y.  J. Rah., S. A. Lee.,
    Dissociable neural signatures of prefrontal cortex for subjective and objective memory performance,
    Joint Meeting of International Brain Research Organization & Federation of Asian-Oceanian Neuroscience Societies (2019).

  • Y.  J. Rah., S. A. Lee.,
    Predicting subjective and objective memory recollection from prefrontal cortex activations using high-density fNIRS,
    Neuroscience (2019).



Oral Presentations


  • J. H. Shin.,

    Neural representation of episodic memory components in the prefrontal cortex measured by fNIRS,

    Neuroscience (2019).