Christopher G. Brinton
- Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges
2023/08/21 by Vishnu Pandi Chellapandi, Liangqi Yuan, Chellapandi, Vishnu Pandi +7 · 9 citations
Computer Science · Engineering · Social Sciences · #Privacy-Preserving Technologies in Data #Vehicular Ad Hoc Networks (VANETs) #Privacy, Security, and Data Protection
- Mitigating Biases in Student Performance Prediction via Attention-Based Personalized Federated Learning
2022/08/02 by Yun-Wei Chu, Seyyedali Hosseinalipour, Chu, Yun-Wei +11 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Online Learning and Analytics
- Communication-Efficient Split Learning via Adaptive Feature-Wise Compression
2023/07/20 by Yongjeong Oh, Jaeho Lee, Oh, Yongjeong +5 · 5 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Parallel #Remote-Sensing Image Classification #and Cluster Computing (cs.DC)
- Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis
2024/04/09 by Guangchen Lan, Lan, Guangchen, Dong-Jun Han +7 · 4 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Advanced Memory and Neural Computing
- Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection
2024/01/30 by Liangqi Yuan, Dong-Jun Han, Yuan, Liangqi +7 · 3 citations
Computer Science · #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Device-Cloud Collaborative LLM Inference with Multi-Modal, Multi-Task, Multi-Turn Conversations
2025/02/16 by Liangqi Yuan, Dong-Jun Han, Yuan, Liangqi +5 · 6 citations
Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Parallel #Robotics and Automated Systems #Service-Oriented Architecture and Web Services #and Cluster Computing (cs.DC)
- Unlocking the Potential of Model Calibration in Federated Learning
2024/09/07 by Yun-Wei Chu, Dong-Jun Han, Chu, Yun-Wei +5 · 3 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Digital Over-the-Air Federated Learning in Multi-Antenna Systems
2023/02/04 by Sihua Wang, Wang, Sihua, Mingzhe Chen +7 · 2 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Artificial Intelligence (cs.AI) #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Millimeter-Wave Propagation and Modeling
- StableFDG: Style and Attention Based Learning for Federated Domain Generalization
2023/11/01 by Jungwuk Park, Dong-Jun Han, Park, Jungwuk +9 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Key Focus Areas and Enabling Technologies for 6G
2024/12/09 by Christopher G. Brinton, Mung Chiang, Brinton, Christopher G. +31 · 5 citations
Engineering · #Advanced Wireless Communication Technologies #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Telecommunications and Broadcasting Technologies #Wireless Body Area Networks
- Connectivity-Aware Semi-Decentralized Federated Learning over Time-Varying D2D Networks
2023/03/15 by Rohit Parasnis, Seyyedali Hosseinalipour, Parasnis, Rohit +7 · 2 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Process-BERT: A Framework for Representation Learning on Educational Process Data
2022/04/28 by Alexander Scarlatos, Christopher G. Brinton, Scarlatos, Alexander +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Online Learning and Analytics
- Hierarchical Federated Learning with Multi-Timescale Gradient Correction
2024/09/27 by Wenzhi Fang, Fang, Wenzhi, Dong-Jun Han +7 · 2 citations
Computer Science · Neuroscience · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Brain Tumor Detection and Classification
- Robust Collaborative Inference with Vertically Split Data Over Dynamic Device Environments
2023/12/27 by Surojit Ganguli, Zeyu Zhou, Ganguli, Surojit +5 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Caching and Content Delivery #Opportunistic and Delay-Tolerant Networks
- Exploring the Efficacy of ChatGPT in Analyzing Student Teamwork Feedback with an Existing Taxonomy
2023/05/09 by Andrew Katz, Katz, Andrew, Siqing Wei +7 · 1 citation
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Online Learning and Analytics #Topic Modeling
- FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication
2023/10/10 by Liangqi Yuan, Yuan, Liangqi, Dong-Jun Han +7 · 1 citation
Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques #and Cluster Computing (cs.DC)
- Robust Non-Linear Feedback Coding via Power-Constrained Deep Learning
2023/04/25 by Junghoon Kim, Kim, Junghoon, Taejoon Kim +5 · 1 citation
Computer Science · Engineering · #Error Correcting Code Techniques #Advanced Wireless Communication Techniques #Wireless Signal Modulation Classification
- Serving Long-Context LLMs at the Mobile Edge: Test-Time Reinforcement Learning-based Model Caching and Inference Offloading
2025/01/24 by Minrui Xu, Xu, Minrui, Dusit Niyato +3 · 1 citation
Computer Science · #Caching and Content Delivery #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Networking and Internet Architecture (cs.NI) #Recommender Systems and Techniques
- Physics-Informed Generative Approaches for Wireless Channel Modeling
2025/03/07 by Satyavrat Wagle, Wagle, Satyavrat, Malhotra, Akshay +8 · 1 citation
Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Communication Techniques #FOS: Electrical engineering #Millimeter-Wave Propagation and Modeling #Signal Processing (eess.SP) #electronic engineering #information engineering
- Transmit Coefficients and Receive Combining Vector Design for OTA-FL with Imperfect CSI
2026/07/18 by Xiaoyan Ma, Shahryar Zehtabi, Yinan Zou +2
#cs.IT #cs.SY #eess.SY #math.IT
- Distributed Edge Learning under Imperfect Data Sensing
2026/07/21 by Mehdi Karbalayghareh, David J. Love, Christopher G. Brinton
#cs.IT #eess.SP #math.IT
- AISAC: Closing the Loop Between AI and Integrated Sensing and Communication for 6G
2026/07/17 by Mehdi Karbalayghareh, Abhishek Rajasekaran, Xiaoyan Ma +2
#cs.IT #eess.SP #math.IT