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An Open Framework for Analyzing and Modeling XR Network Traffic

https://doi.org/10.1109/access.2021.3113162
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.comcom.2021.06.029openalex-snapshot
A survey on 360-degree video: Coding, quality of experience and streaming
inferredcites →https://doi.org/10.1038/s41592-019-0686-2openalex-snapshot
SciPy 1.0: fundamental algorithms for scientific computing in Python
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A conceptual virtual reality model
inferredcites →https://doi.org/10.1109/access.2019.2915370openalex-snapshot
QoE-Driven Resource Allocation Optimized for Uplink Delivery of Delay-Sensitive VR Video Over Cellular Network
inferredcites →https://doi.org/10.1109/icvrv.2017.00095openalex-snapshot
The SJTU UHD 360-Degree Immersive Video Sequence Dataset
inferredcites →https://doi.org/10.1109/lsc.2018.8572120openalex-snapshot
A Virtual-Reality System for Interacting with Three-Dimensional Models Using a Haptic Device and a Head-Mounted Display
inferredcites →https://doi.org/10.1109/qomex48832.2020.9123090openalex-snapshot
Quantifying the Value of 5G and Edge Cloud on QoE for AR/VR
inferredcites →https://doi.org/10.1109/tcomm.2020.2965527openalex-snapshot
Taming the Latency in Multi-User VR 360°: A QoE-Aware Deep Learning-Aided Multicast Framework
inferredcites →https://doi.org/10.1109/twc.2021.3093305openalex-snapshot
QoE Driven VR 360° Video Massive MIMO Transmission
inferredcites →https://doi.org/10.1109/vr.2009.4811041openalex-snapshot
Virtual Reality-Based Multi-View Visualization of Time-Dependent Simulation Data
inferredcites →https://doi.org/10.1109/vr.2019.8798180openalex-snapshot
Architectural Design in Virtual Reality and Mixed Reality Environments: A Comparative Analysis
inferredcites →https://doi.org/10.1109/vrw52623.2021.00100openalex-snapshot
Hand-by-Hand Mentor: An AR based Training System for Piano Performance
inferredcites →https://doi.org/10.1145/2993369.2996349openalex-snapshot
Cyber sick but still having fun
inferredcites →https://doi.org/10.1145/3083187.3083219openalex-snapshot
360° Video Viewing Dataset in Head-Mounted Virtual Reality
inferredcites →https://doi.org/10.1145/3139131.3139137openalex-snapshot
Measurement of exceptional motion in VR video contents for VR sickness assessment using deep convolutional autoencoder
inferredcites →https://doi.org/10.1162/pres.17.6.584openalex-snapshot
Simulator Sickness Depends on Frequency of the Simulator Motion Mismatch: An Observation
inferredcites →https://doi.org/10.1162/pres.1992.1.3.306openalex-snapshot
Visually Induced Motion Sickness in Virtual Environments
inferredcites →https://doi.org/10.17863/cam.64134openalex-snapshot
SciPy 1.0: fundamental algorithms for scientific computing in Python
inferredcites →https://doi.org/10.21314/jcf.2006.150openalex-snapshot
Sampling Student's T distribution – use of the inverse cumulative distribution function
inferredcites →https://doi.org/10.2307/2986705openalex-snapshot
Handbook of Methods of Applied Statistics.

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Experimental evaluation of interactive Edge/Cloud Virtual Reality gaming over Wi-Fi using unity render streaming
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Simulating extended reality traffic: An empirical model from user behavior to network packets
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Understanding the Wi-Fi and VR streaming interplay: A comprehensible simulation and experimental study
inferred← citeshttps://doi.org/10.1016/j.simpat.2023.102745openalex-snapshot
System analysis of QoS schedulers for XR traffic in 5G NR
inferred← citeshttps://doi.org/10.1109/access.2024.3374230openalex-snapshot
Link-Level Traffic Modeling of Medical Extended Reality (MXR) Applications
inferred← citeshttps://doi.org/10.1109/access.2024.3392509openalex-snapshot
A Survey on Enabling XR Services in Beyond 5G Mobile Networks
inferred← citeshttps://doi.org/10.1109/aiot66900.2025.00083openalex-snapshot
Identifying VR User Activity: A Network Traffic Analysis Approach
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Modelling 6Dof Vr Gaming Traffic for Next-Generation Networks
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Performance Analysis of IEEE 802.11bn with Coordinated TDMA on Real-Time Applications
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Contention-free Scheduling of Periodic Traffic Sources in WiGig: Simulation Framework and Performance Analysis
inferred← citeshttps://doi.org/10.1109/icc52391.2025.11161492openalex-snapshot
A Study of XR Traffic Characteristics Under Flooding Attacks on 5G Slicing
inferred← citeshttps://doi.org/10.1109/icc52391.2025.11161982openalex-snapshot
Modeling Virtual Reality Traffic with Head Movement in Remote Rendering
inferred← citeshttps://doi.org/10.1109/icc59461.2026.11587986openalex-snapshot
Coverage Enhancement through Network Controlled Repeaters: An XR perspective
inferred← citeshttps://doi.org/10.1109/icnp61940.2024.10858541openalex-snapshot
Tackling Bit-Rate Variation of RTC Through Frame-Bursting Congestion Control
inferred← citeshttps://doi.org/10.1109/ict70370.2026.11594658openalex-snapshot
Extending the NS-3 Simulator for Supporting O-RAN-Based VR Traffic Adaptation in 5G NR and Beyond (6G)
inferred← citeshttps://doi.org/10.1109/infocom52122.2024.10621415openalex-snapshot
DDR: A Deadline-Driven Routing Protocol for Delay Guaranteed Service
inferred← citeshttps://doi.org/10.1109/is264627.2025.11284646openalex-snapshot
MuMeNet: A Network Simulator for Musical Metaverse Communications
inferred← citeshttps://doi.org/10.1109/jiot.2025.3591381openalex-snapshot
Segmented Learning for Metaverse Network Traffic Classification
inferred← citeshttps://doi.org/10.1109/jsac.2023.3273701openalex-snapshot
Enhancing 5G QoS Management for XR Traffic Through XR Loopback Mechanism
inferred← citeshttps://doi.org/10.1109/jsac.2025.3584497openalex-snapshot
Latency Optimal Traffic-to-Link Allocation for MLO/SLO Coexistence in Wi-Fi 7
inferred← citeshttps://doi.org/10.1109/mce.2022.3165961openalex-snapshot
Interacting With New York City Data by HoloLens Through Remote Rendering
inferred← citeshttps://doi.org/10.1109/mcom.015.2200745openalex-snapshot
QoS Management for XR Traffic in 5G NR: A Multi-Layer System View and End-to-End Evaluation
inferred← citeshttps://doi.org/10.1109/mipro70003.2026.11591866openalex-snapshot
QoE-driven Traffic Prioritization Model for XR Communication and Interaction Through a Dynamically Updated Digital Twin in Private 5G Networks
inferred← citeshttps://doi.org/10.1109/netsoft64993.2025.11080610openalex-snapshot
In-Network AR/CG Traffic Classification Entirely Deployed in the Programmable Data Plane: Unlocking RTP Features and L4S Integration
inferred← citeshttps://doi.org/10.1109/nfv-sdn61811.2024.10807495openalex-snapshot
QoE Evaluation for Emerging Media Applications: Network-Level Analysis and Traffic Modeling
inferred← citeshttps://doi.org/10.1109/ojcoms.2024.3409472openalex-snapshot
How to Model Cloud VR: An Empirical Study of Features That Matter
inferred← citeshttps://doi.org/10.1109/tccn.2025.3547781openalex-snapshot
Value-Driven XR Transmission in Multi-Connectivity Assisted Communication System
inferred← citeshttps://doi.org/10.1109/tcomm.2022.3200105openalex-snapshot
Optimal Latency-Oriented Coding and Scheduling in Parallel Queuing Systems
inferred← citeshttps://doi.org/10.1109/tgcn.2025.3579760openalex-snapshot
Scheduling in IEEE 802.11be Multi-Link Operation for Low Latency and High Reliability
inferred← citeshttps://doi.org/10.1109/tits.2023.3347280openalex-snapshot
Metaverse for Intelligent Transportation Systems (ITS): A Comprehensive Review of Technologies, Applications, Implications, Challenges and Future Directions
inferred← citeshttps://doi.org/10.1109/tmc.2022.3207969openalex-snapshot
Admission Control and Scheduling of Isochronous Traffic With Guard Time in IEEE 802.11ad MAC
inferred← citeshttps://doi.org/10.1109/tmc.2023.3282689openalex-snapshot
Temporal Characterization and Prediction of VR Traffic: A Network Slicing Use Case
inferred← citeshttps://doi.org/10.1109/tmc.2023.3326893openalex-snapshot
An eXtended Reality Offloading IP Traffic Dataset and Models
inferred← citeshttps://doi.org/10.1109/tnet.2024.3485583openalex-snapshot
Customized Transmission Protocol for Tile-Based 360° VR Video Streaming Over Core Network Slices
inferred← citeshttps://doi.org/10.1109/tnsm.2023.3328770openalex-snapshot
Adaptive Virtual Reality Streaming: A Case for TCP
inferred← citeshttps://doi.org/10.1109/tnsm.2025.3622892openalex-snapshot
Self-Supervised Pretraining for User Performance Prediction Under Scarce Data Conditions
inferred← citeshttps://doi.org/10.1109/tnsm.2026.3725139openalex-snapshot
Scalability and Delay Analysis of XR Traffic in Optical Access Networks
inferred← citeshttps://doi.org/10.1109/ton.2025.3591401openalex-snapshot
E2E Performance Modeling for Slice-Based Video Streaming With Layered Encoding
inferred← citeshttps://doi.org/10.1109/tvt.2026.3669390openalex-snapshot
Stochastic Network Calculus Based Peak Age of Information Analysis in XR Interactive Systems
inferred← citeshttps://doi.org/10.1109/twc.2026.3662682openalex-snapshot
Dual Time-Scale Resource Allocation for Hybrid VR and Haptic Services With Diffusion-Based DRL
inferred← citeshttps://doi.org/10.1109/twc.2026.3668104openalex-snapshot
Statistical Analysis and End-to-End Performance Evaluation of Traffic Models for Automotive Data
inferred← citeshttps://doi.org/10.1109/wcnc57260.2024.10570557openalex-snapshot
Cross-Layer Assisted Early Congestion Control for Cloud VR Applications in 5G Edge Networks
inferred← citeshttps://doi.org/10.1109/wcnc57260.2024.10570673openalex-snapshot
A Monte Carlo Tree Search-Based Routing Scheme With VR Video QoE Guarantees in SDNs
inferred← citeshttps://doi.org/10.1109/wcsp68525.2025.1010221openalex-snapshot
Perception Utility-Driven Resource Allocation for Multi-Modal Data Transmission
inferred← citeshttps://doi.org/10.1109/wowmom54355.2022.00060openalex-snapshot
Temporal Characterization of XR Traffic with Application to Predictive Network Slicing
inferred← citeshttps://doi.org/10.1145/3625468.3652187openalex-snapshot
Questset
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Immersive Multimedia Communication: State-of-the-Art on Extended Reality Streaming
inferred← citeshttps://doi.org/10.1145/3842203.3844594openalex-snapshot
What AR Glasses Leak: Physical Scene Inference from Encrypted Traffic
inferred← citeshttps://doi.org/10.23919/ifipnetworking62109.2024.10619740openalex-snapshot
Glancing at Extended Reality: An Empirical Model of 3D Animated XR Data Traffic
inferred← citeshttps://doi.org/10.3390/app15168838openalex-snapshot
Shared Presence via XR Communication and Interaction Within a Dynamically Updated Digital Twin of a Smart Space: Conceptual Framework and Research Challenges
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VR Traffic Dataset on Broad Range of End-User Activities
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Packet-Level Adaptive Forwarding with Multi-Cyclic Queues for Time-Sensitive Networks Using Delay Slack
inferred← citeshttps://doi.org/10.3390/s25206338openalex-snapshot
Scalability of Wi-Fi Performance in Virtual Reality Scenarios
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Cybersecurity and Privacy Challenges in Extended Reality: Threats, Solutions, and Risk Mitigation Strategies
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