LFN AI Taskforce Use Cases and Assets

Use Cases and Assets

Name
(use @<name>

Asset type
Usecase
Dataset
Research 

Asset Description

Details

Name
(use @<name>

Asset type
Usecase
Dataset
Research 

Asset Description

Details

@Frank Brockners 

Use Case

Network telemetry / Change-point detection

https://github.com/cisco-ie/telemetry

@Walter.kozlowski 

Use Case

Predictive Service Management for Telco





Dataset

Network Performance WiScape

https://data.world/crawdad/network-performance-wiscape

@Nadathur Sundar 

Use Case

Malware Detection

Detect malware in executables, JavaScript, text formats (PDFs, MS Word, etc.) in network traffic – either in files or in packet streams.
E.g. AI Model MalConv (implementation 1, 2

@Walter.kozlowski 

Usecase

Anuket Thoth project 

https://wiki.anuket.io/display/HOME/Thoth

@Nadathur Sundar 

Dataset

SOREL-20M

SOREL-20M :  8 TB of Malware classified by type 

@djhunt 

Research

Domain Name Model

https://arxiv.org/abs/2206.10472 

@djhunt 

Research

Networking with Foundation Models

https://arxiv.org/pdf/2211.06494.pdf

@Nadathur Sundar 

Dataset

Wide variety of datasets for Malware, DNS, IoT, etc.

https://www.unb.ca/cic/datasets/index.html 

@Fatih Nar 

Use Case → Sample Pretrained Models

Revenue/Service Assurance, NetSecOps

https://github.com/fenar/TME-AIX

@Fatih Nar 

Datasets

OTel & eBPF Platform and Application Data together with marrying them in to available datasets from FCC and OpenData.

https://huggingface.co/collections/fenar/tme-aix-66737384ab5687fe3d9a4b94



Use case presentation D&TF Budapest: