Netdiffus: Network traffic generation by diffusion models through time-series imaging

N Sivaroopan, D Bandara, C Madarasingha… - Computer Networks, 2024 - Elsevier
Abstract While Machine-Learning based network data analytics are now commonplace for
many networking solutions, nonetheless, limited access to appropriate networking data has …

[HTML][HTML] A reinforcement learning-based routing for real-time multimedia traffic transmission over software-defined networking

M Al Jameel, T Kanakis, S Turner, A Al-Sherbaz… - Electronics, 2022 - mdpi.com
Recently, video streaming services consumption has grown massively and is foreseen to
increase even more in the future. The tremendous traffic usage has negatively impacted the …

VideoTrain++: GAN-based adaptive framework for synthetic video traffic generation

C Madarasingha, SR Muramudalige, G Jourjon… - Computer Networks, 2022 - Elsevier
Video streaming traffic has been dominating the global network and the challenges have
exacerbated with the gaining popularity of interactive videos, aka 360° videos, as they …

Penetration Vision through Virtual Reality Headsets: Identifying 360 Videos from Head Movements

A Nguyen, X Zhang, Z Yan - arxiv preprint arxiv:2402.11446, 2024 - arxiv.org
In this paper, we present the first contactless side-channel attack for identifying 360 videos
being viewed in a Virtual Reality (VR) Head Mounted Display (HMD). Although the video …

SyNIG: synthetic network traffic generation through time series imaging

N Sivaroopan, C Madarasingha… - 2023 IEEE 48th …, 2023 - ieeexplore.ieee.org
Immense growth of network usage and the associated proliferation of network, traffic, traffic
classes, and diverse QoS requirements pose numerous challenges for network operators …

[PDF][PDF] Privacy-preserving AI for future networks

D Perino, K Katevas, A Lutu, E Marin… - Communications of the …, 2022 - dl.acm.org
Copyright held by authors/owners. Publication rights licensed to ACM. their data owners.
Further exacerbating the privacy problem, data and model poisoning attacks can even …

Machine learning for multimedia communications

N Thomos, T Maugey, L Toni - Sensors, 2022 - mdpi.com
Machine learning is revolutionizing the way multimedia information is processed and
transmitted to users. After intensive and powerful training, some impressive …

[PDF][PDF] Penetration Vision through Virtual Reality Headsets: Identifying 360-degree Videos from Head Movements

A Nguyen, X Zhang, Z Yan - CoRR, 2024 - usenix.org
In this paper, we present the first contactless side-channel attack for identifying 360◦ videos
being viewed in a Virtual Reality (VR) Head Mounted Display (HMD). Although the video …

Rtd: the road to encrypted video traffic identification in the heterogeneous network environments

M Xu, M Du, Z Li, Z Deng, W Yang… - 2022 IEEE 24th Int Conf …, 2022 - ieeexplore.ieee.org
The explosive growth of video traffic brings challenges to network management and
optimization. It is important to identify video traffic to realize effective network resource …