Netdiffus: Network traffic generation by diffusion models through time-series imaging
Abstract While Machine-Learning based network data analytics are now commonplace for
many networking solutions, nonetheless, limited access to appropriate networking data has …
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
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 …
increase even more in the future. The tremendous traffic usage has negatively impacted the …
VideoTrain++: GAN-based adaptive framework for synthetic video traffic generation
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 …
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
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 …
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 …
classes, and diverse QoS requirements pose numerous challenges for network operators …
[PDF][PDF] Privacy-preserving AI for future networks
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 …
Further exacerbating the privacy problem, data and model poisoning attacks can even …
Machine learning for multimedia communications
Machine learning is revolutionizing the way multimedia information is processed and
transmitted to users. After intensive and powerful training, some impressive …
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
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 …
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 …
optimization. It is important to identify video traffic to realize effective network resource …