The whole system requires some combination of the following components: 

• The recall component, which would be responsible for activating and re-generating specific memories when needed. This component would likely use algorithms and neural network architectures that are specifically designed to activate and re-generate specific memories based on input data and context, such as generative adversarial networks.

• The vision component, which would be responsible for processing and interpreting visual data, such as images and video. This component would likely use neural network architectures that are specifically designed to process and understand visual data, such as convolutional neural networks and transformer architectures.

• The space component, which would be responsible for processing and understanding data that is associated with specific locations or spatial configurations. This component would likely include methods for visual localization or SLAM, which could be useful for tasks such as navigation, object recognition, and scene understanding.

• The context component, which would be responsible for incorporating contextual information, such as time and location, into the recall process. This component would likely use algorithms and neural network architectures that are specifically designed to incorporate and use contextual information, such as graph neural networks.

• The federation component, which would be responsible for enabling the various devices or subsystems that make up the whole system to collaboratively learn a shared generative model while keeping their training data local, using algorithms and protocols for federated learning.

• The brain component, which would be responsible for understanding how the human brain processes and retrieves memories, and for developing algorithms and neural network architectures that are able to replicate this process in a machine learning system.

2023

• Dongho Ham, Yeongjin Kim, Jeongho Kwak

Dynamic Interplay Between Service Caching and Code Offloading in Mobile-Edge-Cloud Networks

IEEE International Conference on Sensing, Communication, and Networking, 2023. (top-tier conf, BK IF 1)

• Yeongjin Kim, Pyungjun Choi, Jeong-A Lim, Jeongho Kwak

Dynamic Resource Orchestration for Service Chaining in Cloud-Edge-Radio 5G Networks

IEEE Transactions on Vehicular Technology, 2023. (SCIE, IF 6.239)

• Jessica Royer, Sara Larivière; Raul Rodriguez-Cruces; Donna Gift Cabalo; Shahin Tavakol; Hans Auer; Alexander Ngo; Bo-yong Park; Casey Paquola; Jonathan Smallwood; Elizabeth Jefferies; Lorenzo Caciagli; Andrea Bernasconi; Neda Bernasconi; Birgit Frauscher; Boris C Bernhardt

Cortical microstructural gradients capture memory network reorganization in temporal lobe epilepsy

Brain, 2023. (SCIE, IF 15.255)

• Seung-Hwan Bae

Deformable Part Region Learning and Feature Aggregation Tree Representation for Object Detection

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. (SCIE, IF 24.314)

• Seong-Ho Lee, Seung-Hwan Bae

AFI-GAN: Improving feature interpolation of feature pyramid networks via adversarial training for object detection

Pattern Recognition, 2023. (SCIE, IF 8.518)

• Ke Xie, Jessica Royer, Sara Lariviere, Raul Rodriguez-Cruces, Reinder Vos de Wael, Bo-yong Park, Hans Auer, Shahin Tavakol, Jordan DeKraker, Chifaou Abdallah, Lorenzo Caciagli, Dani S. Bassett, Andrea Bernasconi, Neda Bernasconi, Birgit Frauscher, Luis Concha, Boris C. Bernhardt

Atypical intrinsic neural timescales in temporal lobe epileps

Epilepsia, 2023. (SCIE, IF 6.740)

• Chae Hyeon Lee, Hyunjin Park, Mi Ji Lee, Bo-yong Park

Whole-brain functional gradients reveal cortical and subcortical alterations in patients with episodic migraine

Human Brain Mapping, 2023. (SCIE, IF 5.399)

• Geonmo Yang, Juhui Lee, Ayoung Kim, Younggun Cho

Sparse Depth-Guided Image Enhancement Using Incremental GP with Informative Point Selection

Sensors, 2023. (SCIE, IF 3.847)

• DongGuw Lee, Myung-Hwan Jeon, Younggun Cho, Ayoung Kim

Edge-guided Multi-domain RGB-to-TIR image Translation for Training Vision Tasks with Challenging Labels

Proceedings of IEEE International Conference on Robotics and Automation (ICRA), 2023. (top-tier conf, BK IF 1)

• Ho Gyun Kim, Kang Gilhwan, Seokhwan Jeong, Seungjun Ma, Younggun Cho

Robust Imaging Sonar-based Place Recognition and Localization in Underwater Environments

Proceedings of IEEE International Conference on Robotics and Automation (ICRA), 2023. (top-tier conf, BK IF 1)

• SeungJoo Lee, Seokho Ahn, and Young-Duk Seo

Relation Modeling on Knowledge Graph for Interoperability in Recommeder Systems

Proceedings of ACM/SIGAPP Symposium on Applied Computing (SAC), 2023. (top-tier conf, BK IF 1)

• S.W. Kim and D.W. Choi

Better Generalized Few-Shot Learning Even Without Base Data

Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2023. (top-tier conf, BK IF 4)

2022

• M. D. Hettwer, S. Larivière, B.-y. Park, O. A van den Heuvel, L. Schmaal,  O. A. Andreassen, C. R. K. Ching, M. Hoogman, J. Buitelaar, D. van Rooij, D. J. Veltman, D. J Stein, B. Franke, T. G. M. van Erp, ENIGMA ADHD Working Group, ENIGMA Autism Working Group, ENIGMA Bipolar Disorder Working Group, ENIGMA Major Depression Working Group, ENIGMA OCD Working Group, ENIGMA Schizophrenia Working Group, N. Jahanshad, P. M Thompson, S. I Thomopoulos, R. A. I. Bethlehem, B. C Bernhardt, S. B. Eickhoff, and S. L. Valk

Coordinated cortical thickness alterations across six neurodevelopmental and psychiatric disorders

Nature Communications, 2022. (SCIE, IF 17.694)

• Choi SH, Park HK, Kim S, Park U, Kang SW, Jeong JH, Moon SY, Hong CH, Song HS, Chun BO, Lee SM, Choi M, Park KW, Kim BC, Cho SH, Na HR, Park YK

Functional brain changes using electroencephalography after a 24-week multidomain intervention program to prevent dementia

Frontiers in Aging Neuroscience, 2022. (SCIE, IF 5.702)

• Donghwa Kang, Seunghoon Lee, Hoon Sung Chwa, Seung-Hwan Bae, Chang Mook Kang, Jinkyu Lee and Hyeongboo Baek

RT-MOT: Confidence-Aware Real-Time Scheduling Framework for Multi-Object Tracking Tasks

IEEE Real Time Systems Symposium (RTSS), 2022. (top-tier conf, BK IF 4)

• Joohyun Park, Younggun Cho, and Young-Sik Shin

Nonparametric Background Model-Based LiDAR SLAM in Highly Dynamic Urban Environments

IEEE Transactions on Intelligent Transportation Systems, 2022. (SCIE, IF 9.551)

• Raúl R.Cruces, Jessica Royer, Peer Herholz, Sara Larivière, Reinder Vos de Wael, Casey Paquola, Oualid Benkarim, Bo-yong Park, Janie Degré-Pelletier, Mark C.Nelson, Jordan DeKraker, Ilana R.Leppert, Christine Tardif, Jean-Baptiste Poline, Luis Concha, Boris C. Bernhardt

Micapipe: A pipeline for multimodal neuroimaging and connectome analysis

NeuroImage, 2022. (SCIE, IF 7.4)

• Bo-yong Park, Valeria Kebets, Sara Larivière, Meike D. Hettwer, Casey Paquola, Daan van Rooij, Jan Buitelaar, Barbara Franke, Martine Hoogman, Lianne Schmaal, Dick J. Veltman, Odile A. van den Heuvel, Dan J. Stein, Ole A. Andreassen, Christopher R. K. Ching, Jessica A. Turner, Theo G. M. van Erp, Alan C. Evans, Alain Dagher, Sophia I. Thomopoulos, Paul M. Thompson, Sofie L. Valk, Matthias Kirschner, Boris C. Bernhardt 

Multiscale neural gradients reflect transdiagnostic effects of major psychiatric conditions on cortical morphology

Communications Biology, 2022. (SCIE, IF 6.548)

• Jessica Royer, Raúl Rodríguez-Cruces, Shahin Tavakol, Sara Larivière, Peer Herholz, Qiongling Li, Reinder Vos de Wael, Casey Paquola, Oualid Benkarim, Bo-yong Park, Alexander J. Lowe, Daniel Margulies, Jonathan Smallwood, Andrea Bernasconi, Neda Bernasconi, Birgit Frauscher, Boris C. Bernhardt

An open MRI dataset for multiscale neuroscience

Scientific Data, 2022. (SCIE, IF 8.501)

• K. Lee, J. Kim, J. Kwak, and Y. Kim

Dynamic Multi-Resource Optimization for Storage Acceleration in Cloud Storage Systems

IEEE Transactions on Services Computing (TSC), 2022. (SCIE, IF 11.019)

• H.J. Choi and D.W. Choi

Attractive and Repulsive Training to Address Inter-Task Forgetting Issues in Continual Learning

Neurocomputing, 2022. (SCIE, IF 5.719)

• B. Y. Park, C. Paquola, R. A. I. Bethlehem, O. Benkarim, Neuroscience in Psychiatry Network (NSPN) Consortium, B. Mišić, J. Smallwood, E. T. Bullmore, and B. C. Bernhardt

Adolescent Development of Multiscale Structural Wiring and Functional Interactions in the Human Connectome

PNAS, 2022. (SCIE, IF 12.779)

• M. J. Lee, B. Y. Park, S. Cho, S. Kim, H. Park, S. T. Kim, and C. S. Chung

Cerebrovascular reactivity and deep white matter hyperintensities in migraine: A prospective CO2 targeting study

Journal of Cerebral Blood Flow and Metabolism, 2022. (SCIE, IF 6.96)