Hiroshi Esaki 研究室

主宰者：Hiroshi Esaki

東京大学

AI 要約（直近 5 年の研究成果）

江崎寛研究室では、ネットワーク通信と機械学習を融合させた分散型システムの研究を進めています。特に力を入れているのは、中央サーバーを必要としない「無線アドホックフェデレーテッドラーニング」という技術です。これは複数のデバイスが直接通信し合うことで、プライバシーを守りながら協力して機械学習モデルを訓練するもので、スマートフォンやIoT機器などの端末同士が接触したときにパラメータを交換します。データがデバイス間で異なる分布を持つ環境での学習の安定化や、通信量を削減する工夫が研究テーマです。自動運転技術への応用にも注力しており、道路脇に設置したセンサーと車載機器が協力して位置情報をより正確に把握する仕組みを開発しています。また、5G通信での信号品質の向上、ブロックチェーンを用いた車間通信のセキュリティ確保、リアルタイム映像配信の安定化など、通信の信頼性と効率性を高める技術も研究対象です。さらに、デジタルツイン技術を応用して、物理空間のデータをサイバー空間に統一的に管理するシステムや、ビル自動化・太陽光パネル監視など実社会の課題への機械学習の適用も進めています。これらの研究を通じ、分散型の賢いネットワークシステムの実現を目指しています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

外部リンク

研究成果（78 件）

[2026] Serverless Cross-Device Knowledge Transfer with Collaborative LLM Fine-Tuning via Wireless Ad Hoc Federated Learning
DOI: https://doi.org/10.1109/cai68641.2026.11536207
[2026] Robust Training of Large Language Models under Non-IID Data in Wireless Ad Hoc Federated Learning
DOI: https://doi.org/10.1109/cai68641.2026.11536528
[2026] Singular Value Fine-Tuning for Efficient Device-to-Device Adaptation of Large Language Models
DOI: https://doi.org/10.1109/cai68641.2026.11536638
[2026] An Emulation Platform for Wireless Ad Hoc Federated Learning: Design, Implementation, and Case Study
DOI: https://doi.org/10.1109/kst67832.2026.11431966
[2026] Spatial ID–Driven Edge–Cloud Architecture for Real-Time Urban Digital Twins
DOI: https://doi.org/10.1109/ccnc65079.2026.11366402
[2026] Enhancing Autonomous Vehicle Localization Through Cooperative LiDAR and Smart Infrastructure Integration
DOI: https://doi.org/10.1109/ojits.2026.3664106
[2025] A multipath redundancy communication framework for enhancing 5G mobile communication quality
DOI: https://doi.org/10.1016/j.comcom.2025.108157
[2025] Low Latency Redundant Network Architecture for Enhancing 5G Mobile Communication Quality
DOI: https://doi.org/10.1109/icoin63865.2025.10993150
[2025] Improving QoS in Failure Scenarios: Measurement System for Low-Latency Backup Path
DOI: https://doi.org/10.1109/icoin63865.2025.10993173
[2025] A Distributed Content Subscription Mechanism with Revision Discovery to Decouple Content Sharing Platform and Creator ID
DOI: https://doi.org/10.1109/icaiic64266.2025.10920697

続きを表示（残り 68 件）

[2025] Automatic Speech Recognition as IoT Sensors via Wireless Ad Hoc Federated Learning
DOI: https://doi.org/10.1109/sensors59705.2025.11330669
[2025] Toward Robust and Secure Blockchain-Based Communications in ITS
DOI: https://doi.org/10.1109/tvt.2025.3619191
[2025] Towards Efficient Roadside LiDAR Deployment: A Fast Surrogate Metric Based on Entropy-Guided Visibility
DOI: https://doi.org/10.1109/iv64158.2025.11097554
[2025] Top-K Difference Sparsification and Quantization for Communication-Efficient Model Aggregation in Wireless Ad Hoc Federated Learning
DOI: https://doi.org/10.1109/cai64502.2025.00190
[2025] Privacy-Aware Logic Free Building Automation Using Split Learning
DOI: https://doi.org/10.1109/cai64502.2025.00073
[2024] Enhancing Reliability in Infrastructure-Based Collective Perception: A Dual-Channel Hybrid Delivery Approach With Real-Time Monitoring
DOI: https://doi.org/10.1109/ojvt.2024.3443877
[2024] Optimizing mmWave Beamforming for High-Speed Connected Autonomous Vehicles: An Adaptive Approach
DOI: https://doi.org/10.1109/ccnc51664.2024.10454766
[2024] Enhancing V2X Communication: Machine Learning Assisted Dynamic mmWave Beam Search
DOI: https://doi.org/10.1109/icufn61752.2024.10625435
[2024] Neuron Personalization of Collaborative Federated Learning via Device-to-Device Communications
DOI: https://doi.org/10.1109/wimob61911.2024.10770527
[2024] Accurate Cooperative Localization Utilizing LiDAR-Equipped Roadside Infrastructure for Autonomous Driving
DOI: https://doi.org/10.1109/itsc58415.2024.10920101
[2024] Design of Digital Twin Architecture for 3D Audio Representation in AR
DOI: https://doi.org/10.1109/metacom62920.2024.00044
[2024] Towards Robust Communication in ITS: A Comprehensive Study of Blockchain for V2I
DOI: https://doi.org/10.1109/icufn61752.2024.10624948
[2024] Enhancing Real-Time Streaming Quality through a Multipath Redundant Communication Framework
DOI: https://doi.org/10.23919/ifipnetworking62109.2024.10619885
[2024] Zero-Knowledge Proof of Distinct Identity: a Standard-compatible Sybil-resistant Pseudonym Extension for C-ITS
DOI: https://doi.org/10.1109/iv55156.2024.10588511
[2024] Toward B5G/6G Connected Autonomous Vehicles: O-RAN-Driven Millimeter-Wave Beam Management and Handover Management
DOI: https://doi.org/10.1109/infocomwkshps61880.2024.10620740
[2024] IV-Curve Regression for Operational Solar Plants Using Pulse Power Line Communication
DOI: https://doi.org/10.1109/greentech58819.2024.10520368
[2024] Building Automation with Vision Transformer Using Synthetic Indoor Images for Room Light Control
DOI: https://doi.org/10.1109/kst61284.2024.10499683
[2024] Device-to-Device Collaborative Learning for Self-Localization with Previous Model Utilization
DOI: https://doi.org/10.1109/kst61284.2024.10499694
[2024] Augmenting Room Light Patterns for Building Automation with Camera Images and Vision Transformer
DOI: https://doi.org/10.1109/kst61284.2024.10499691
[2024] Tuning Personalized Models by Two-Phase Parameter Decoupling with Device-to-Device Communication
DOI: https://doi.org/10.1109/kst61284.2024.10499649
[2024] Multi-UAVs Strategies for Ad Hoc Network with Multi-Agent Reinforcement Learning
DOI: https://doi.org/10.1109/icoin59985.2024.10572031
[2023] Attacker Localization with Machine Learning in RS-485 Industrial Control Networks
DOI: https://doi.org/10.1109/wfcs57264.2023.10144114
[2023] Wireless Ad-Hoc Federated Learning for Cooperative Map Creation and Localization Models
DOI: https://doi.org/10.1109/wf-iot58464.2023.10539517
[2023] Collaborative Multi-Task Learning across Internet Edges with Device-to-Device Communications
DOI: https://doi.org/10.1109/ithings-greencom-cpscom-smartdata-cybermatics60724.2023.00105
[2023] MemWAFL: Efficient Model Aggregation for Wireless Ad Hoc Federated Learning in Sparse Dynamic Networks
DOI: https://doi.org/10.1109/fnwf58287.2023.10520500
[2023] Self-Organizing Hierarchical Topology in Peer-to-Peer Federated Learning: Strategies for Scalability, Robustness, and Non-lID Data
DOI: https://doi.org/10.1109/fnwf58287.2023.10520530
[2023] Umpire Assistance System in Baseball Game
DOI: https://doi.org/10.1145/3627050.3631569
[2023] WebRTC over 5 G: A Study of Remote Collaboration QoS in Mobile Environment
DOI: https://doi.org/10.1007/s10922-023-09778-5
[2023] Tuning Vision Transformer with Device-to-Device Communication for Targeted Image Recognition
DOI: https://doi.org/10.1109/wf-iot58464.2023.10539480
[2023] Personalized Wireless Ad Hoc Federated Learning for Label Preference Skew
DOI: https://doi.org/10.1109/wf-iot58464.2023.10539563
[2023] Detection of Global Anomalies on Distributed IoT Edges with Device-to-Device Communication
DOI: https://doi.org/10.1145/3565287.3616528
[2023] Flowsim: A Modular Simulation Platform for Microscopic Behavior Analysis of City-Scale Connected Autonomous Vehicles
DOI: https://doi.org/10.1109/itsc57777.2023.10421900
[2023] Poster: Evaluation of IPv6-only-Capable Iterative Resolvers
DOI: https://doi.org/10.1145/3603269.3610850
[2023] Competitive and Asynchronous Decentralized Federated Learning with Blockchain Smart Contracts
DOI: https://doi.org/10.1145/3582515.3609522
[2023] Iterative Resolution with IPv6 Packets Failing
DOI: https://doi.org/10.1109/icccn58024.2023.10230170
[2023] An Ontology for Spatio-Temporal Media Management and an Interactive Application
DOI: https://doi.org/10.3390/fi15070225
[2023] AutowareV2X: Reliable V2X Communication and Collective Perception for Autonomous Driving
DOI: https://doi.org/10.1109/vtc2023-spring57618.2023.10199425
[2023] Semantic digital twin for interoperability and Comprehensive Management of Data Assets
DOI: https://doi.org/10.1109/metacom57706.2023.00049
[2023] Modbus/RS-485 Attack Detection on Communication Signals with Machine Learning
DOI: https://doi.org/10.1109/mcom.002.2200553
[2023] WAFL-GAN: Wireless Ad Hoc Federated Learning for Distributed Generative Adversarial Networks
DOI: https://doi.org/10.1109/kst57286.2023.10086811
[2023] Honeypot-Assisted Masquerade Detection with Character-Level Machine Learning
DOI: https://doi.org/10.1109/kst57286.2023.10086831
[2023] zk-PoT: Zero-Knowledge Proof of Traffic for Privacy Enabled Cooperative Perception
DOI: https://doi.org/10.1109/ccnc51644.2023.10059601
[2023] Zero-Knowledge Proof of Traffic: A Deterministic and Privacy-Preserving Cross Verification Mechanism for Cooperative Perception Data
DOI: https://doi.org/10.1109/access.2023.3343405
[2022] Resilience of Wireless Ad Hoc Federated Learning against Model Poisoning Attacks
DOI: https://doi.org/10.1109/tps-isa56441.2022.00030
[2022] QoE-Aware Content Oriented Path Optimization Framework with Egress Peer Engineering
DOI: https://doi.org/10.1109/candar57322.2022.00013
[2022] Unsupervised Anomaly Detection in RS-485 Traffic using Autoencoders with Unobtrusive Measurement
DOI: https://doi.org/10.1109/ipccc55026.2022.9894318
[2022] Feature-Based Vehicle Identification Framework for Optimization of Collective Perception Messages in Vehicular Networks
DOI: https://doi.org/10.1109/tvt.2022.3211852
[2022] Federated Reinforcement Learning for the Building Facilities
DOI: https://doi.org/10.1109/coins54846.2022.9854959
[2022] A Flexible Distributed Building Simulator for Federated Reinforcement Learning
DOI: https://doi.org/10.1109/coins54846.2022.9855000
[2022] ZIGEN: A Windowing System Enabling Multitasking Among 3D and 2D Applications in Immersive Environments
DOI: https://doi.org/10.1145/3532719.3543200
[2022] Feature Extraction Pipeline and Analysis of Suspicious Events in Large-Scale LANs for Cyberattack Categorization
DOI: https://doi.org/10.1145/3538950.3538964
[2022] Pktpit
DOI: https://doi.org/10.1145/3477314.3507025
[2022] A NIC-driven Architecture for High-speed IP Packet Forwarding on General-purpose Servers
DOI: https://doi.org/10.2197/ipsjjip.30.226
[2021] MAC address randomization tolerant crowd monitoring system using Wi-Fi packets
DOI: https://doi.org/10.1145/3497777.3498547
[2021] WebRTC-based measurement tool for peer-to-peer applications and preliminary findings with real users
DOI: https://doi.org/10.1145/3497777.3498544
[2021] Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness
DOI: https://doi.org/10.1109/tai.2021.3133819
[2021] Reinforcement Learning Based Optimal Camera Placement for Depth Observation of Indoor Scenes
DOI: https://doi.org/10.1109/icnsc52481.2021.9702214
[2021] SDNHive: A Proof-of-Concept SDN and Honeypot System for Defending Against Internal Threats
DOI: https://doi.org/10.1145/3507509.3507511
[2021] A Proposal of the Control Method for Multiple Buildings with AI Techiques
[2021] AutoMCM: Maneuver Coordination Service with Abstracted Functions for Autonomous Driving
DOI: https://doi.org/10.1109/itsc48978.2021.9564556
[2021] Hunting BGP zombies in the wild
DOI: https://doi.org/10.1145/3472305.3472315
[2021] Towards Extracting Semantics of Network Config Blocks
DOI: https://doi.org/10.1109/compsac51774.2021.00214
[2021] Latent Semantics Approach for Network Log Analysis: Modeling and its application
[2021] P2PNIC: High-Speed Packet Forwarding by Direct Communication between NICs
DOI: https://doi.org/10.1109/infocomwkshps51825.2021.9484641
[2021] Intrusion Measurement and Detection in LAN Using Protocol-Wise Associative Memory
DOI: https://doi.org/10.1109/icaiic51459.2021.9415195
[2021] INTAP: Integrated Network Traffic Analysis Pipeline for LAN Monitoring System
DOI: https://doi.org/10.1109/icim52229.2021.9417147
[2021] Deep Learning-Based Anomaly Detection in LAN from Raw Network Traffic Measurement
DOI: https://doi.org/10.1109/ciss50987.2021.9400241
[2021] Multi-Type Anomaly Detection Based on Raw Network Traffic
DOI: https://doi.org/10.1109/ccnc49032.2021.9369654

科研費（0 件）

まだデータがありません（KAKEN 取り込み後に表示）。

所属学会・役職（0 件）

まだデータがありません（学会データ連携後に表示）。

AI 要約（直近 5 年の研究成果）

外部リンク

関連研究室(8 件)

研究成果（78 件）

科研費（0 件）

所属学会・役職（0 件）