CSI-JEPA: Towards Foundation Representations for Ubiquitous Sensing with Minimal Supervision
Fuente:
arXiv
Saved in:
| Main Authors: | Luo, Xuanhao, Li, Zhizhen, Liu, Yuchen |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection
by: Luo, Xuanhao, et al.
Published: (2025)
by: Luo, Xuanhao, et al.
Published: (2025)
Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks
by: Luo, Xuanhao, et al.
Published: (2025)
by: Luo, Xuanhao, et al.
Published: (2025)
Contextual Combinatorial Beam Management via Online Probing for Multiple Access mmWave Wireless Networks
by: Li, Zhizhen, et al.
Published: (2024)
by: Li, Zhizhen, et al.
Published: (2024)
Variational Dual-path Attention Network for CSI-Based Gesture Recognition
by: Zhang, N.
Published: (2026)
by: Zhang, N.
Published: (2026)
Lens: A Knowledge-Guided Foundation Model for Network Traffic
by: Li, Xiaochang, et al.
Published: (2024)
by: Li, Xiaochang, et al.
Published: (2024)
A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels
by: Meneghello, Francesca, et al.
Published: (2023)
by: Meneghello, Francesca, et al.
Published: (2023)
Validation of Practicality for CSI Sensing Utilizing Machine Learning
by: Tanaka, Tomoya, et al.
Published: (2024)
by: Tanaka, Tomoya, et al.
Published: (2024)
On Transferring, Merging, and Splitting Task-Oriented Network Digital Twins
by: Zhang, Zifan, et al.
Published: (2025)
by: Zhang, Zifan, et al.
Published: (2025)
PLATONT: Learning a Platonic Representation for Unified Network Tomography
by: Du, Chengze, et al.
Published: (2025)
by: Du, Chengze, et al.
Published: (2025)
PACC: Protocol-Aware Cross-Layer Compression for Compact Network Traffic Representation
by: Guo, Zhaochen, et al.
Published: (2026)
by: Guo, Zhaochen, et al.
Published: (2026)
Demystifying Network Foundation Models
by: Beltiukov, Sylee, et al.
Published: (2025)
by: Beltiukov, Sylee, et al.
Published: (2025)
Rank-Based Modeling for Universal Packets Compression in Multi-Modal Communications
by: Luo, Xuanhao, et al.
Published: (2025)
by: Luo, Xuanhao, et al.
Published: (2025)
Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC
by: Lin, Chungang, et al.
Published: (2025)
by: Lin, Chungang, et al.
Published: (2025)
Digital Twin-Assisted Data-Driven Optimization for Reliable Edge Caching in Wireless Networks
by: Zhang, Zifan, et al.
Published: (2024)
by: Zhang, Zifan, et al.
Published: (2024)
MixNet: A Runtime Reconfigurable Optical-Electrical Fabric for Distributed Mixture-of-Experts Training
by: Liao, Xudong, et al.
Published: (2025)
by: Liao, Xudong, et al.
Published: (2025)
Toward Time-Continuous Data Inference in Sparse Urban CrowdSensing
by: Sun, Ziyu, et al.
Published: (2024)
by: Sun, Ziyu, et al.
Published: (2024)
Self-Supervised Radio Pre-training: Toward Foundational Models for Spectrogram Learning
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
Velocity and Density-Aware RRI Analysis and Optimization for AoI Minimization in IoV SPS
by: Ji, Maoxin, et al.
Published: (2025)
by: Ji, Maoxin, et al.
Published: (2025)
Asynchronous Fractional Multi-Agent Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing
by: Jin, Lyudong, et al.
Published: (2024)
by: Jin, Lyudong, et al.
Published: (2024)
Brain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic Analysis at Line-Speed
by: Yan, Jinzhu, et al.
Published: (2024)
by: Yan, Jinzhu, et al.
Published: (2024)
AutoFlow: An Autoencoder-based Approach for IP Flow Record Compression with Minimal Impact on Traffic Classification
by: Pekar, Adrian
Published: (2024)
by: Pekar, Adrian
Published: (2024)
A Family of Open Time-Series Foundation Models for the Radio Access Network
by: Panitsas, Ioannis, et al.
Published: (2026)
by: Panitsas, Ioannis, et al.
Published: (2026)
Agile Orchestration at Will: An Entire Smart Service-Based Security Architecture Towards 6G
by: Duan, Zhuoran, et al.
Published: (2025)
by: Duan, Zhuoran, et al.
Published: (2025)
FastFlow: Early Yet Robust Network Flow Classification using the Minimal Number of Time-Series Packets
by: Babaria, Rushi Jayeshkumar, et al.
Published: (2025)
by: Babaria, Rushi Jayeshkumar, et al.
Published: (2025)
Empowering HWNs with Efficient Data Labeling: A Clustered Federated Semi-Supervised Learning Approach
by: Hamood, Moqbel, et al.
Published: (2024)
by: Hamood, Moqbel, et al.
Published: (2024)
CODA: A Continuous Online Evolve Framework for Deploying HAR Sensing Systems
by: Qiu, Minghui, et al.
Published: (2024)
by: Qiu, Minghui, et al.
Published: (2024)
Multi-AUV Cooperative Target Tracking Based on Supervised Diffusion-Aided Multi-Agent Reinforcement Learning
by: Ma, Jiaao, et al.
Published: (2026)
by: Ma, Jiaao, et al.
Published: (2026)
Synergistic Localization and Sensing in MIMO-OFDM Systems via Mixed-Integer Bilevel Learning
by: Zhu, Zelin, et al.
Published: (2025)
by: Zhu, Zelin, et al.
Published: (2025)
Context-Aware Mobile Network Performance Prediction Using Network & Remote Sensing Data
by: Shibli, Ali, et al.
Published: (2024)
by: Shibli, Ali, et al.
Published: (2024)
Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approach
by: Ye, Xiaowen, et al.
Published: (2024)
by: Ye, Xiaowen, et al.
Published: (2024)
Statistical Analysis to Support CSI-Based Sensing Methods
by: Tonini, Elena
Published: (2024)
by: Tonini, Elena
Published: (2024)
Representation Learning of Tangled Key-Value Sequence Data for Early Classification
by: Duan, Tao, et al.
Published: (2024)
by: Duan, Tao, et al.
Published: (2024)
The Sweet Danger of Sugar: Debunking Representation Learning for Encrypted Traffic Classification
by: Zhao, Yuqi, et al.
Published: (2025)
by: Zhao, Yuqi, et al.
Published: (2025)
Structural Knowledge-Driven Meta-Learning for Task Offloading in Vehicular Networks with Integrated Communications, Sensing and Computing
by: Sun, Ruijin, et al.
Published: (2024)
by: Sun, Ruijin, et al.
Published: (2024)
SenseRay-3D: Generalizable and Physics-Informed Framework for End-to-End Indoor Propagation Modeling
by: Zheng, Yu, et al.
Published: (2025)
by: Zheng, Yu, et al.
Published: (2025)
Toward Non-Expert Customized Congestion Control
by: Zhang, Mingrui, et al.
Published: (2026)
by: Zhang, Mingrui, et al.
Published: (2026)
Temporal Hyperbolic Graph Representation Learning for Scale-Free Internet Routing and Delay Prediction
by: Kuo, Yi-Ling, et al.
Published: (2026)
by: Kuo, Yi-Ling, et al.
Published: (2026)
Towards Fair and Efficient Learning-based Congestion Control
by: Liao, Xudong, et al.
Published: (2024)
by: Liao, Xudong, et al.
Published: (2024)
FedPEAT: Convergence of Federated Learning, Parameter-Efficient Fine Tuning, and Emulator Assisted Tuning for Artificial Intelligence Foundation Models with Mobile Edge Computing
by: Chua, Terence Jie, et al.
Published: (2023)
by: Chua, Terence Jie, et al.
Published: (2023)
Dynamic Features Adaptation in Networking: Toward Flexible training and Explainable inference
by: Belkhiter, Yannis, et al.
Published: (2025)
by: Belkhiter, Yannis, et al.
Published: (2025)
Similar Items
-
ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection
by: Luo, Xuanhao, et al.
Published: (2025) -
Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks
by: Luo, Xuanhao, et al.
Published: (2025) -
Contextual Combinatorial Beam Management via Online Probing for Multiple Access mmWave Wireless Networks
by: Li, Zhizhen, et al.
Published: (2024) -
Variational Dual-path Attention Network for CSI-Based Gesture Recognition
by: Zhang, N.
Published: (2026) -
Lens: A Knowledge-Guided Foundation Model for Network Traffic
by: Li, Xiaochang, et al.
Published: (2024)