TN
Takayuki Nishio
cs.NIcs.LGcs.DCeess.SPcs.AIcs.CVcs.ITeess.IVmath.ITaftercare completion
On Valency
published · living versionsW_sxx3dryj·v1 · currentpublished
Unsupervised Head Network Personalization for Split Computing via Federated Learning
with Yutaro Horikawa
1 version
Preprints & journals
52 papers in the corpus · 2016–2026Unsupervised Head Network Personalization for Split Computing via Federated Learning2610.27952v1 · Yutaro Horikawa, Takayuki Nishio2026 · 0 citationsarXivon Valency
Tram-FL: Reducing Communication and Computation Costs through Sequential Model Circulation in Decentralized Federated Learning2610.07859v1 · Kota Maejima, Takayuki Nishio, Asato Yamazaki et al.2026 · 0 citationsarXiv
Robust Unsupervised Network Intrusion Detection via Federated Learning with Selective Aggregation under Anomalous Sample Contamination2607.25439v1 · Shohei Kamiguchi, Takayuki Nishio2026 · 0 citationsarXiv
Enabling Federated Inference via Unsupervised Consensus Embedding2605.05718v1 · Yui Hashimoto, Takayuki Nishio, Yuichi Kitagawa et al.2026 · 0 citationsarXiv
BlazeFL: Fast and Deterministic Federated Learning Simulation2604.03606v1 · Kitsuya Azuma, Takayuki Nishio2026 · 0 citationsarXiv
Lightweight User-Personalization Method for Closed Split Computing2603.14958v1 · Yuya Okada, Takayuki Nishio2026 · 0 citationsarXiv
Multi-Station WiFi CSI Sensing Framework Robust to Station-wise Feature Missingness and Limited Labeled Data2603.11858v2 · Keita Kayano, Takayuki Nishio, Daiki Yoda et al.2026 · 0 citationsarXiv
SC-MII: Infrastructure LiDAR-based 3D Object Detection on Edge Devices for Split Computing with Multiple Intermediate Outputs Integration2601.07119v1 · Taisuke Noguchi, Takayuki Nishio, Takuya Azumi2026 · 0 citationsarXiv
High-resolution efficient image generation from WiFi CSI using a pretrained latent diffusion model2506.10605v3 · Eshan Ramesh, Takayuki Nishio2025 · 1 citationarXiv
Load-Aware Training Scheduling for Model Circulation-based Decentralized Federated Learning2506.09769v1 · Haruki Kainuma, Takayuki Nishio2025 · 0 citationsarXiv
SALT: A Lightweight Model Adaptation Method for Closed Split Computing Environments2506.07355v2 · Yuya Okada, Takayuki Nishio2025 · 0 citationsarXiv
Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation2504.19602v4 · Kitsuya Azuma, Takayuki Nishio, Yuichi Kitagawa et al.2025 · 1 citationarXiv
Adapting CSI-Guided Imaging Across Diverse Environments: An Experimental Study Leveraging Continuous Learning2404.00951v1 · Cheng Chen, Shoki Ohta, Takayuki Nishio et al.2024 · 1 citationarXiv
-Split: A Privacy-Preserving Split Computing Framework for Cloud-Powered Generative AI2310.14651v1 · Shoki Ohta, Takayuki Nishio2023 · 2 citationsarXiv
Tram-FL: Routing-based Model Training for Decentralized Federated Learning2308.04762v1 · Kota Maejima, Takayuki Nishio, Asato Yamazaki et al.2023 · 7 citationsarXiv
Evaluation of stabilization status of the landfill layers by comparing long-term monitoring data of methane emission with FOD model estimate.37317953 · Nishio, Takayuki, Fukuyama, Joji, Fukunaga, Isao et al.2024 · 1 citationEnvironmental technology. 2024;45(18):3679-3691
CSI-Inpainter: Enabling Visual Scene Recovery from CSI Time Sequences for Occlusion Removal2305.05385v3 · Cheng Chen, Shoki Ohta, Takayuki Nishio et al.2023 · 0 citationsarXiv
Exploring the threshold for the start of respiratory syncytial virus infection epidemic season using sentinel surveillance data in Japan.36817928 · Miyama, Takeshi, Kakimoto, Kensaku, Iritani, Nobuhiro et al.2023 · 8 citationsFrontiers in public health. 2023;11:1062726
Point Cloud-based Proactive Link Quality Prediction for Millimeter-wave Communications2301.00752v4 · Shoki Ohta, Takayuki Nishio, Riichi Kudo et al.2023 · 15 citationsIEEE Transactions on Machine Learning in Communications and Networking, vol. 1, pp. 258-276, 2023
Vision-Aided Frame-Capture-Based CSI Recomposition for WiFi Sensing: A Multimodal Approach2206.01414v1 · Hiroki Shimomura, Yusuke Koda, Takamochi Kanda et al.2022 · 3 citationsarXiv
Watch from sky: machine-learning-based multi-UAV network for predictive police surveillance2203.02892v1 · Ryusei Sugano, Ryoichi Shinkuma, Takayuki Nishio et al.2022 · 5 citationsarXiv
Communication-oriented Model Fine-tuning for Packet-loss Resilient Distributed Inference under Highly Lossy IoT Networks2112.09407v1 · Sohei Itahara, Takayuki Nishio, Yusuke Koda et al.2021 · 18 citationsarXiv
Bi-directional Beamforming Feedback-based Firmware-agnostic WiFi Sensing: An Empirical Study2112.06695v2 · S. Kondo, S. Itahara, K. Yamashita et al.2021 · 11 citationsarXiv
Frame-Capture-Based CSI Recomposition Pertaining to Firmware-Agnostic WiFi Sensing2110.15660v1 · Ryosuke Hanahara, Sohei Itahara, Kota Yamashita et al.2021 · 2 citationsProc. IEEE 19th Annual Consumer Communications & Networking Conference (CCNC 2022)
Beamforming Feedback-based Model-Driven Angle of Departure Estimation Toward Legacy Support in WiFi Sensing: An Experimental Study2110.14211v2 · Sohei Itahara, Sota Kondo, Kota Yamashita et al.2021 · 17 citationsarXiv
Computer Vision-assisted Single-antenna and Single-anchor RSSI Localization Harnessing Dynamic Blockage Events2107.04770v4 · Tomoya Sunami, Sohei Itahara, Yusuke Koda et al.2021 · 2 citationsarXiv
Packet-Loss-Tolerant Split Inference for Delay-Sensitive Deep Learning in Lossy Wireless Networks2104.13629v1 · Sohei Itahara, Takayuki Nishio, Koji Yamamoto2021 · 21 citationsarXiv
ACK-Less Rate Adaptation for IEEE 802.11bc Enhanced Broadcast Services Using Sim-to-Real Deep Reinforcement Learning2104.11811v1 · T. Kanda, Y. Koda, K. Yamamoto et al.2021 · 4 citationsProc. IEEE 19th Annual Consumer Communications & Networking Conference (CCNC 2022)
Decentralized and Model-Free Federated Learning: Consensus-Based Distillation in Function Space2104.00352v4 · Akihito Taya, Takayuki Nishio, Masahiro Morikura et al.2021 · 26 citationsIEEE Transactions on Signal and Information Processing over Networks, vol. 8, pp. 799-814, 2022
Zero-Shot Adaptation for mmWave Beam-Tracking on Overhead Messenger Wires through Robust Adversarial Reinforcement Learning2102.08055v2 · Masao Shinzaki, Yusuke Koda, Koji Yamamoto et al.2021 · 11 citationsarXiv
Seasonal shift in epidemics of respiratory syncytial virus infection in Japan.33568242 · Miyama, Takeshi, Iritani, Nobuhiro, Nishio, Takayuki et al.2021 · 36 citationsEpidemiology and infection. 2021;149:e55
Millimeter Wave Communications on Overhead Messenger Wire: Deep Reinforcement Learning-Based Predictive Beam Tracking2012.00982v1 · Yusuke Koda, Masao Shinzaki, Koji Yamamoto et al.2020 · 13 citationsarXiv
When Wireless Communications Meet Computer Vision in Beyond 5G2010.06188v1 · Takayuki Nishio, Yusuke Koda, Jihong Park et al.2020 · 58 citationsIEEE Communications Standards Magazine, Vol. 5, Issue 2, June 2021
Online Trainable Wireless Link Quality Prediction System using Camera Imagery2009.13864v1 · Sohei Itahara, Takayuki Nishio, Masahiro Morikura et al.2020 · 0 citationsarXiv
MAB-based Client Selection for Federated Learning with Uncertain Resources in Mobile Networks2009.13879v1 · Naoya Yoshida, Takayuki Nishio, Masahiro Morikura et al.2020 · 77 citationsarXiv
Estimation of Individual Device Contributions for Incentivizing Federated Learning2009.09371v1 · Takayuki Nishio, Ryoichi Shinkuma, Narayan B. Mandayam2020 · 32 citationsarXiv
Distillation-Based Semi-Supervised Federated Learning for Communication-Efficient Collaborative Training with Non-IID Private Data2008.06180v2 · Sohei Itahara, Takayuki Nishio, Yusuke Koda et al.2020 · 338 citationsIEEE Transactions on Mobile Computing (2021) 1-15
Distributed Heteromodal Split Learning for Vision Aided mmWave Received Power Prediction2007.08208v1 · Yusuke Koda, Jihong Park, Mehdi Bennis et al.2020 · 5 citationsarXiv
Transfer Learning-Based Received Power Prediction with Ray-tracing Simulation and Small Amount of Measurement Data2005.00833v1 · Masahiro Iwasaki, Takayuki Nishio, Masahiro Morikura et al.2020 · 15 citationsarXiv
Lottery Hypothesis based Unsupervised Pre-training for Model Compression in Federated Learning2004.09817v1 · Sohei Itahara, Takayuki Nishio, Masahiro Morikura et al.2020 · 10 citationsarXiv
Adversarial Reinforcement Learning-based Robust Access Point Coordination Against Uncoordinated Interference2004.00835v1 · Yuto Kihira, Yusuke Koda, Koji Yamamoto et al.2020 · 13 citationsarXiv
Penalized and Decentralized Contextual Bandit Learning for WLAN Channel Allocation with Contention-Driven Feature Extraction2003.10094v5 · Kota Yamashita, Shotaro Kamiya, Koji Yamamoto et al.2020 · 0 citationsarXiv
Communication-Efficient Multimodal Split Learning for mmWave Received Power Prediction2003.00645v2 · Yusuke Koda, Jihong Park, Mehdi Bennis et al.2020 · 64 citationsarXiv
Extreme URLLC: Vision, Challenges, and Key Enablers2001.09683v1 · Jihong Park, Sumudu Samarakoon, Hamid Shiri et al.2020 · 99 citationsarXiv
Cooperative Sensing in Deep RL-Based Image-to-Decision Proactive Handover for mmWave Networks1906.05694v1 · Yusuke Koda, Koji Yamamoto, Takayuki Nishio et al.2019 · 10 citationsarXiv
Deep Reinforcement Learning-Based Channel Allocation for Wireless LANs with Graph Convolutional Networks1905.07144v1 · Kota Nakashima, Shotaro Kamiya, Kazuki Ohtsu et al.2019 · 75 citationsarXiv
Hybrid-FL for Wireless Networks: Cooperative Learning Mechanism Using Non-IID Data1905.07210v3 · Naoya Yoshida, Takayuki Nishio, Masahiro Morikura et al.2019 · 208 citationsProc. IEEE ICC 2019, Dublin, Ireland, June 2020
Handover Management for mmWave Networks with Proactive Performance Prediction Using Camera Images and Deep Reinforcement Learning1904.04585v2 · Yusuke Koda, Kota Nakashima, Koji Yamamoto et al.2019 · 77 citationsarXiv
Concurrent Transmission Scheduling for Perceptual Data Sharing in mmWave Vehicular Networks1903.09402v1 · Akihito Taya, Takayuki Nishio, Masahiro Morikura et al.2019 · 11 citationsIEICE TRANSACTIONS on Information and Systems, Vol.E102-D,No.5, May 2019
Deep-Reinforcement-Learning-Based Distributed Vehicle Position Controls for Coverage Expansion in mmWave V2X1810.11211v2 · Akihito Taya, Takayuki Nishio, Masahiro Morikura et al.2018 · 5 citationsarXiv
Career total: 257 works. 52 are in this corpus.Showing the 50 most recent.
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