Kim, Seong-Lyun
- Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data
2018/11/28 by Eunjeong Jeong, Seungeun Oh, Jeong, Eunjeong +9 · 31 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data
- Blockchained On-Device Federated Learning
2018/08/12 by Hyesung Kim, Jihong Park, Kim, Hyesung +5 · 9 citations
Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning
2020/06/09 by MyungJae Shin, Shin, MyungJae, Chihoon Hwang +9 · 5 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Signal Processing (eess.SP) #electronic engineering #information engineering
- Federated Knowledge Distillation
2020/11/04 by Hyowoon Seo, Jihong Park, Seo, Hyowoon +7 · 4 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning and ELM #Networking and Internet Architecture (cs.NI) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Language-Oriented Communication with Semantic Coding and Knowledge Distillation for Text-to-Image Generation
2023/09/20 by Hyelin Nam, Nam, Hyelin, Jihong Park +7 · 7 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications #Signal Processing (eess.SP) #electronic engineering #information engineering
- Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models
2024/12/17 by Seungeun Oh, Jinhyuk Kim, Oh, Seungeun +9 · 13 citations
Computer Science · #Topic Modeling
- Mix2FLD: Downlink Federated Learning After Uplink Federated Distillation With Two-Way Mixup
2020/06/17 by Seungeun Oh, Jihong Park, Oh, Seungeun +9 · 3 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Communication-Efficient and Distributed Learning Over Wireless Networks:\n Principles and Applications
2020/08/06 by Jihong Park, Sumudu Samarakoon, Park, Jihong +11 · 2 citations
Computer Science · #Energy Efficient Wireless Sensor Networks #Distributed Sensor Networks and Detection Algorithms #Age of Information Optimization
- Semantics Alignment via Split Learning for Resilient Multi-User Semantic Communication
2023/10/13 by Choi, Jinhyuk, Park, Jihong, Ko, Seung-Woo +3 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
- Distilling On-Device Intelligence at the Network Edge
2019/08/16 by Jihong Park, Park, Jihong, Shiqiang Wang +15 · 3 citations
Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data #Signal Processing (eess.SP) #electronic engineering #information engineering
- Differentially Private CutMix for Split Learning with Vision Transformer
2022/10/28 by Oh, Seungeun, Park, Jihong, Baek, Sihun +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Generative AI Meets Semantic Communication: Evolution and Revolution of Communication Tasks
2024/01/10 by Eleonora Grassucci, Jihong Park, Grassucci, Eleonora +9 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fractal and DNA sequence analysis #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Speech Recognition and Synthesis
- Towards Semantic Communication Protocols: A Probabilistic Logic Perspective
2022/07/08 by Sejin Seo, Jihong Park, Seo, Sejin +9 · 2 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Robotics and Automated Systems #Service-Oriented Architecture and Web Services #Software Testing and Debugging Techniques
- Mean-Field Game Theoretic Edge Caching in Ultra-Dense Networks
2018/01/23 by Hyesung Kim, Jihong Park, Kim, Hyesung +7 · 1 citation
Computer Science · #Caching and Content Delivery #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI) #Opportunistic and Delay-Tolerant Networks
- Proxy Experience Replay: Federated Distillation for Distributed Reinforcement Learning
2020/05/13 by Han Cha, Cha, Han, Jihong Park +7 · 1 citation
Computer Science · #Age of Information Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Reinforcement Learning in Robotics
- Knowledge Distillation from Language-Oriented to Emergent Communication for Multi-Agent Remote Control
2024/01/23 by Yong-Jun Kim, Sejin Seo, Kim, Yongjun +9 · 2 citations
Computer Science · Engineering · #Age of Information Optimization #Artificial Intelligence (cs.AI) #Energy Harvesting in Wireless Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Underwater Vehicles and Communication Systems
- Exploiting User Mobility for WiFi RTT Positioning: A Geometric Approach
2020/11/07 by Han, Kyuwon, Yu, Seung Min, Kim, Seong-Lyun +1 · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Networking and Internet Architecture (cs.NI) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Communication-Efficient and Personalized Federated Lottery Ticket Learning
2021/04/26 by Seo, Sejin, Ko, Seung-Woo, Park, Jihong +2 · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
- Sequential Semantic Generative Communication for Progressive Text-to-Image Generation
2023/09/08 by Nam, Hyelin, Park, Jihong, Choi, Jinho +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- Enabling the Wireless Metaverse via Semantic Multiverse Communication
2022/12/13 by Park, Jihong, Choi, Jinho, Kim, Seong-Lyun +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
- SplitAMC: Split Learning for Robust Automatic Modulation Classification
2023/04/17 by Jihoon Park, Park, Jihoon, Seungeun Oh +3 · 1 citation
Computer Science · #Wireless Signal Modulation Classification
- Towards Semantic Communication Protocols for 6G: From Protocol Learning to Language-Oriented Approaches
2023/10/14 by Jihong Park, Park, Jihong, Seung‐Woo Ko +7 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Information Theory (cs.IT) #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Wireless Signal Modulation Classification
- Revisiting Frequency Reuse towards Supporting Ultra-Reliable Ubiquitous-Rate Communication
2017/03/14 by Jihong Park, Dong Min Kim, Park, Jihong +5 · 2 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Network Optimization #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
- Enabling AI Quality Control via Feature Hierarchical Edge Inference
2022/11/15 by Jin‐Hyuk Choi, Choi, Jinhyuk, Seong‐Lyun Kim +3 · 1 citation
Computer Science · Neuroscience · #Brain Tumor Detection and Classification #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission
2025/05/17 by Oh, Seungeun, Kim, Jinhyuk, Park, Jihong +4 · 1 citation
#Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #Signal Processing (eess.SP) #and Cluster Computing (cs.DC) #electronic engineering #information engineering