STAR: A Privacy-Preserving, Energy-Efficient Edge AI Framework for Human Activity Recognition via Wi-Fi CSI in Mobile and Pervasive Computing Environments

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Liu, Kexing
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

maxVSTAR: Maximally Adaptive Vision-Guided CSI Sensing with Closed-Loop Edge Model Adaptation for Robust Human Activity Recognition
by: Liu, Kexing
Published: (2025)

Data Augmentation Techniques for Cross-Domain WiFi CSI-based Human Activity Recognition
by: Strohmayer, Julian, et al.
Published: (2024)

WECAR: An End-Edge Collaborative Inference and Training Framework for WiFi-Based Continuous Human Activity Recognition
by: Li, Rong, et al.
Published: (2025)

Hybrid Deep Learning Framework for CSI-Based Activity Recognition in Bandwidth-Constrained Wi-Fi Sensing
by: Fernandes, Alison M., et al.
Published: (2026)

Evaluating BiLSTM and CNN+GRU Approaches for Human Activity Recognition Using WiFi CSI Data
by: Wakili, Almustapha A., et al.
Published: (2025)

WiFi CSI Based Temporal Activity Detection via Dual Pyramid Network
by: Liu, Zhendong, et al.
Published: (2024)

Transformer-Based Person Identification via Wi-Fi CSI Amplitude and Phase Perturbations
by: Avola, Danilo, et al.
Published: (2025)

WiFi-TCN: Temporal Convolution for Human Interaction Recognition based on WiFi signal
by: Lin, Chih-Yang, et al.
Published: (2023)

A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels
by: Meneghello, Francesca, et al.
Published: (2023)

MAGNETO: Edge AI for Human Activity Recognition -- Privacy and Personalization
by: Zuo, Jingwei, et al.
Published: (2024)

AMAR: Lightweight Attention-Based Multi-User Activity Recognition from Wi-Fi CSI
by: Mohammadi, Amirhossein, et al.
Published: (2026)

Towards Trustworthy Wi-Fi CSI-based Sensing: Systematic Evaluation of Adversarial Robustness
by: Gopalakrishnan, Shreevanth Krishnaa, et al.
Published: (2025)

RSSI-Assisted CSI-Based Passenger Counting with Multiple Wi-Fi Receivers
by: Guo, Jingtao, et al.
Published: (2024)

ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking
by: Li, Rong, et al.
Published: (2025)

Multi-Station WiFi CSI Sensing Framework Robust to Station-wise Feature Missingness and Limited Labeled Data
by: Kayano, Keita, et al.
Published: (2026)

UniFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensing
by: Dong, Gaofeng, et al.
Published: (2025)

Spatio-Temporal 3D Point Clouds from WiFi-CSI Data via Transformer Networks
by: Määttä, Tuomas, et al.
Published: (2024)

From User Recognition to Activity Counting: An Identity-Agnostic Approach to Multi-User WiFi Sensing
by: Bayik, Kemal, et al.
Published: (2026)

ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing
by: Qian, Chao, et al.
Published: (2024)

RSCNet: Dynamic CSI Compression for Cloud-based WiFi Sensing
by: Barahimi, Borna, et al.
Published: (2024)

Reconstructing Depth Images of Moving Objects from Wi-Fi CSI Data
by: Cao, Guanyu, et al.
Published: (2025)

Cognitive Edge Computing: A Comprehensive Survey on Optimizing Large Models and AI Agents for Pervasive Deployment
by: Wang, Xubin, et al.
Published: (2025)

ProFi-Net: Prototype-based Feature Attention with Curriculum Augmentation for WiFi-based Gesture Recognition
by: Cui, Zhe, et al.
Published: (2025)

DATTA: Domain-Adversarial Test-Time Adaptation for Cross-Domain WiFi-Based Human Activity Recognition
by: Strohmayer, Julian, et al.
Published: (2024)

Resource and Mobility Management in Hybrid LiFi and WiFi Networks: A User-Centric Learning Approach
by: Ji, Han, et al.
Published: (2024)

Scene-Adaptive Continual Learning for CSI-based Human Activity Recognition with Mixture of Experts
by: Zheng, Wenhan, et al.
Published: (2026)

Model-Driven Learning-Based Physical Layer Authentication for Mobile Wi-Fi Devices
by: Guo, Yijia, et al.
Published: (2026)

FedAPA: Federated Learning with Adaptive Prototype Aggregation Toward Heterogeneous Wi-Fi CSI-based Crowd Counting
by: Guo, Jingtao, et al.
Published: (2025)

Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems
by: Aminifar, Amin, et al.
Published: (2024)

Beyond Physical Labels: Redefining Domains for Robust WiFi-based Gesture Recognition
by: Zhang, Xiang, et al.
Published: (2026)

Self-Organizing Interaction Spaces: A Framework for Engineering Pervasive Applications in Mobile and Distributed Environments
by: Malhotra, Shubham
Published: (2025)

FlexFed: Mitigating Catastrophic Forgetting in Heterogeneous Federated Learning in Pervasive Computing Environments
by: Alosaime, Sara, et al.
Published: (2025)

A Late-Fusion Multimodal AI Framework for Privacy-Preserving Deduplication in National Healthcare Data Environments
by: Ahmed, Mohammed Omer Shakeel
Published: (2026)

HandPass: A Wi-Fi CSI Palm Authentication Approach for Access Control
by: Trindade, Eduardo Fabricio Gomes, et al.
Published: (2025)

ReinWiFi: Application-Layer QoS Optimization of WiFi Networks with Reinforcement Learning
by: Li, Qianren, et al.
Published: (2024)

EARL: Energy-Aware Optimization of Liquid State Machines for Pervasive AI
by: Iqbal, Zain, et al.
Published: (2026)

Stitching Satellites to the Edge: Pervasive and Efficient Federated LEO Satellite Learning
by: Elmahallawy, Mohamed, et al.
Published: (2024)

ARC-Fi: Exploiting Antenna Spatial Diversity for Label-Efficient Domain Generalization in Wi-Fi Sensing
by: Xu, Ke, et al.
Published: (2023)

Physics-Guided Attention in a Lightweight TCN for Efficient WiFi CSI-Based Human Activity Recognition
by: Ranasingha, Chinthaka, et al.
Published: (2026)

MG-HGNN: A Heterogeneous GNN Framework for Indoor Wi-Fi Fingerprint-Based Localization
by: Wang, Yibu, et al.
Published: (2025)