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.

2024

• Haneol Kang, Dong-Wan Choi

Recall-Oriented Continual Learning with Generative Adversarial Meta-Model

The 38th AAAI Conference on Artificial Intelligence (AAAI), 2024. (top-tier conf, BK IF 4)

• Hyunjune Shin, Dong-Wan Choi

Teacher as a Lenient Expert: Teacher-Agnostic Data-Free Knowledge Distillation

The 38th AAAI Conference on Artificial Intelligence (AAAI), 2024. (top-tier conf, BK IF 4)

• Bo-yong Park, Oualid Benkarim, Clara F. Weber, Valeria Kebets, Serena Fett, Seulki Yoo, Adriana Di Martino, Michael P. Milham, Bratislav Misic, Sofie L. Valk, Seok-Jun Hong, Boris C. Bernhardt

Connectome-wide structure-function coupling models implicate polysynaptic alterations in autism

NeuroImage, 2024. (SCIE IF 4.7)

• Hyoungshin Choi, Kyoungseob Byeon, Jong-eun Lee, Seok-Jun Hong, Bo-yong Park, Hyunjin Park

Identifying subgroups of eating behavior traits unrelated to obesity using functional connectivity and feature representation learning

Human Brain Mapping, 2024. (SCIE IF 3.5)

• Yurim Jang, Hyoungshin Choi, Seulki Yoo, Hyunjin Park, Bo-yong Park

Structural connectome alterations between individuals with autism and neurotypical controls using feature representation learning

Behavioral and Brain Functions, 2024. (SCIE IF 4.7)

• Seulki Yoo, Yurim Jang, Seok-Jun Hong, Hyunjin Park, Sofie L. Valk, Boris C. Bernhardt, Bo-yong Park

Whole-brain structural connectome asymmetry in autism

NeuroImage, 2024. (SCIE IF 4.7)

• Jong Young Namgung, Yeongjun Park, Yunseo Park, Chae Yeon Kim, Bo-yong Park

Diffusion time-related structure-function coupling reveals differential association with inter-individual variations in body mass index

NeuroImage, 2024. (SCIE IF 4.7)

• Yeongjun Park, Mi Ji Lee, Seulki Yoo, Chae Yeon Kim, Jong Young Namgung, Yunseo Park, Hyunjin Park, Eun-Chong Lee, Yeo Dong Yoon, Casey Paquola, Boris C. Bernhardt, Bo-yong Park

GAN-MAT: Generative adversarial network-based microstructural profile covariance analysis toolbox

NeuroImage, 2024. (SCIE IF 4.7)

• Pyeongjun Choi, Dongho Ham, Yeongjin Kim, Jeongho Kwak

VisionScaling: Dynamic Deep Learning Model and Resource Scaling in Mobile Vision Applications

IEEE Internet of Things Journal, 2024. (SCIE IF 10.6)

• Seokho Ahn, Hyungjin Kim, Euijong Lee, Young-Duk Seo

SenDaL: An Effective and Efficient Calibration Framework of Low-cost Sensors for Daily Life

IEEE Internet of Things Journal, 2024. (SCIE IF 10.6)

• Junhyuk Kwon, Seokho Ahn, Young-Duk Seo

RecKG: Knowledge Graph for Recommender Systems

Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, 2024. (top-tier conf,  BK IF 1)

• Sara Larivière, Sara Larivière, Bo-yong Park, Jessica Royer, Jordan DeKraker, Alexander Ngo, Ella Sahlas, Judy Chen, Raúl Rodríguez-Cruces, Yifei Weng, Birgit Frauscher, Ruoting Liu, Zhengge Wang, Golia Shafiei, Bratislav Mišić, Andrea Bernasconi, Neda Bernasconi, Michael D Fox, Zhiqiang Zhang, Boris C Bernhardt

Connectome reorganization associated with temporal lobe pathology and its surgical resection 

Brain, 2024. (SCIE IF 10.6)

• Sunghun Kim, Seulki Yoo, Ke Xie, Jessica Royer, Sara Larivière, Kyoungseob Byeon, Jong Eun Lee, Yeongjun Park, Sofie L. Valk, Boris C. Bernhardt, Seok-Jun Hong, Hyunjin Park, Bo-yong Park 

Comparison of different group-level templates in gradient-based multimodal connectivity analysis 

Network Neuroscience, 2024. (SCIE IF 3.6)

• Jooyong Park, Jungwoo Lee, Euncheol Choi, Younggun Cho

Salience-guided Ground Factor for Robust Localization of Delivery Robots in Complex Urban Environments

IEEE International Conference on Robotics and Automation (ICRA), 2024. (top-tier conf, BK IF 1)

• Shinwon Park, Koen V. Haak, Stuart Oldham, Hanbyul Cho, Kyoungseob Byeon, Bo-yong Park, Phoebe Thomson, Haitao Chen, Wei Gao, Ting Xu, Sofie Valk, Michael P. Milham, Boris Bernhardt, Adriana Di Martino & Seok-Jun Hong 

A shifting role of thalamocortical connectivity in the emergence of cortical functional organization

Nature Neuroscience, 2024. (SCIE IF 21.2)

• Eunchan Noh, Jong Young Namgung, Yeongjun Park, Yurim Jang, Mi Ji Lee, Bo-yong Park

Shifts in structural connectome organization in the limbic and sensory systems of patients with episodic migraine

Journal of Headache and Pain, 2024. (SCIE IF 7.3)

• Julie Ottoy, Min Su Kang, Jazlynn Xiu Min Tan, Lyndon Boone, Reinder Vos de Wael, Bo-yong Park, Gleb Bezgin, Firoza Z. Lussier, Tharick A. Pascoal, Nesrine Rahmouni, Jenna Stevenson, Jaime Fernandez Arias, Joseph Therriault, Seok-Jun Hong, Bojana Stefanovic, JoAnne McLaurin, Jean-Paul Soucy, Serge Gauthier, Boris C. Bernhardt, Sandra E. Black, Pedro Rosa-Neto, Maged Goubran

Tau follows principal axes of functional and structural brain organization in Alzheimer’s disease

Nature Communications, 2024. (SCIE IF 14.7)

• Yunseo Park, Jong Young Namgung, Chae Yeon Kim, Yeongjun Park, Bo-yong Park

Differences in cortical microstructure according to body mass index in neurologically healthy populations using structural magnetic resonance imaging

Heliyon, 2024. (SCIE IF 3.4)

• Yongmoon Park, Kyungtae Lee, Minseok Choi, Yeongjin Kim

Proactive Content Caching via Interplay Between Deep Learning and Stochastic Optimization

IEEE International Conference on Mobile Ad-Hoc and Smart Systems (IEEE MASS), 2024. (top-tier conf, BK IF 1)

• Sewook Oh, Sunghun Kim , Jong-eun Lee, Bo-yong Park, Ji Hye Won, Hyunjin Park

Multimodal analysis of disease onset in Alzheimer’s disease using Connectome, Molecular, and genetics data

NeuroImage-Clinical, 2024. (SCIE IF 3.4)

• Chae Yeon Kim, Yunseo Park, Jong Young Namgung, Yeongjun Park, Bo-yong Park

The macroscale routing mechanism of structural brain connectivity related to body mass index

Human Brain Mapping, 2024. (SCIE IF 3.5)

• Ho Gyun Kim, Jiwon Choi, Taehu Sim, Giseop Kim, Younggun Cho

Narrowing your FOV with SOLiD: Spatially Organized and Lightweight Global Descriptor for FOV-constrained LiDAR Place Recognition

IEEE Robotics and Automation Letters, 2024. (SCIE IF 4.6)

• Clara F. Weber, Valeria Kebets, Oualid Benkarim, Sara Lariviere, Yezhou Wang, Alexander Ngo, Hongxiu Jiang, Xiaoqian Chai, Bo-yong Park, Michael P. Milham, Adriana Di Martino, Sofie Valk, Seok-Jun Hong & Boris C. Bernhardt 

Contracted functional connectivity profiles in autism

Molecular Autism, 2024. (SCIE IF 6.3)

• Hogyun Kim, Byunghee Choi, Euncheol Choi, Younggun Cho

ReFeree: Radar-Based Lightweight and Robust Localization Using Feature and Free space

IEEE Robotics and Automation Letters, 2024. (SCIE IF 4.6)

• Kyungtae Lee, Yeongjin Kim

Online Pricing and Resource Scheduling for Profit Maximization of Cloud Storage Providers

IEEE Transactions on Cloud Computing, 2024. (SCIE IF 5.3)

• Jeong-A Lim, Joohyun Lee, Jeongho Kwak, Yeongjin Kim

Cutting-Edge Inference: Dynamic DNN Model Partitioning and Resource Scaling for Mobile AI

IEEE Transactions on Services Computing, 2024. (SCIE IF 5.5)

• Jae-Yong Baek, Yong-Sang Yoo, Seung-Hwan Bae

A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection

Neural Information Processing Systems (NeurIPS), 2024. (top-tier conf, BK IF 4)

• Sunghun Kim, Mansu Kim, Jong-eun Lee, Bo-yong Park, Hyunjin Park 

Prognostic model for predicting Alzheimer’s disease conversion using functional connectome manifolds

Alzheimer's Research & Therapy, 2024. (SCIE IF 7.9)

• Myung-Hoon Han, Seong Hye Choi, Kwon HS, Hwang M, Park HH, Jeong JH, Park KW, Kim EJ, Yoon SJ, Yoon B, Jang JW, Hong JY, Koh SH

Association between osteoporosis and the rate of telomere shortening

Aging, 2024. (SCIE IF 5.2)

• Jong Young Namgung, Jongmin Mun, Yeongjun Park, Jaeoh Kim, Bo-yong Park

Sex differences in autism spectrum disorder using class imbalance adjusted functional connectivity

NeuroImage, 2024. (SCIE IF 4.7)

• Geonmo Yang, Younggun Cho

TRIDENT: Efficient Triple-Task Learning of Dehazing, Depth and Uncertainty Estimation for Underwater 3D Robot Visual Perception

IEEE Sensors Journal, 2024. (SCIE IF 4.3)

2023

• Hyuk Sung Kwon, Ji Young Kim; Seong-Ho Koh; Seong Hye Choi; Eun-Hye Lee; Jee Hyang Jeong; Jae-Won Jang; KyungWon Park; Eun-Joo Kim; Jin Yong Hong; Soo Jin Yoon; Bora Yoon; Hyun-Hee Park; Myung Hoon Han

Predicting cognitive stage transition using p-tau181, Centiloid, and other measures

Alzheimer's & Dementia, 2023. (SCIE, IF 16.655)

• Cindy W. Yoon, Jonguk Kim, Young Ju Suh, Byeong C. Kim, Young Chul Youn, Jee Hyang Jeong  Hyun Jeong Han, Seong Hye Choi

Angiotensin-converting enzyme insertion/deletion gene polymorphism and the progression of cerebral microbleeds

Frontiers in Neurology, 2023. (SCIE, IF 4.086)

• Hyuk Sung Kwon, Eun-Hye Lee, Hyung-Ji Kim, So-Hee Park, Hyun-Hee Park, Jee Hyang Jeong, Seong-Ho Koh, Seong Hye Choi, Jae-Hong Lee

Predicting amyloid PET positivity using plasma p-tau181 and other blood-based biomarkers

Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 2023. (SCIE, IF 5.3)

• Eun Hye Lee, Geon Ha Kim, Hee Kyung Park, Hae Jin Kang, Yoo Kyoung Park, Hye Ah Lee, Chang Hyung Hong, So Young Moon, Woorim Kang, Hyun-Seok Oh, Hai-Jeon Yoon, Seong Hye Choi, Jee Hyang Jeong

Effects of the multidomain intervention with nutritional supplements on cognition and gut microbiome in early symptomatic Alzheimer's disease: a randomized controlled trial

Front Aging Neurosci, 2023. (SCIE, IF 5.702)

• Geonmo Yang, Gilhwan Kang, Juhui Lee, Younggun Cho

Joint-ID: Transformer-based Joint Image Enhancement and Depth Estimation for Underwater Environments

IEEE Sensors Journal, 2023. (SCIE, IF 4.3)

• Yoonsun Yang, Bo-yong Park

Differences in structural connectome organization across sleep quality 

Heliyon, 2023. (SCIE, IF 4.0)

• Myung-Hoon, Han Eun-Hye Lee, Hyun-Hee Park  Seong Hye Choi , Seong-Ho Koh

Relationship between telomere shortening and early subjective depressive symptoms and cognitive complaints in older adults

Aging, 2023. (SCIE, IF 5.955)

• Sofie Louise Valk Philipp Kanske, Bo-yong Park, Seok-Jun Hong, Anne Böckler, Fynn-Mathis Trautwein, Boris C Bernhardt, Tania Singer

Functional and microstructural plasticity following social and interoceptive mental training

eLife, 2023. (SCIE, IF 7.7)

• Yu Zhao, Yeongjin Kim, Joohyun Lee

SOQ: Structural Reinforcement Learning for Constrained Delay Minimization with Channel State Information

IEEE Internet of Things Journal, 2023. (SCIE, IF 10.6)

• Seong-Ho Lee, Dae-Hyeon Park, Seung-Hwan Bae

Decode-MOT: How Can We Hurdle Frames to Go Beyond Tracking-by-Detection

IEEE Transactions on Image Processing, 2023. (SCIE, IF 10.6)

• 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

Network-Compute Co-Optimization 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)