A Research and Development Portfolio of GNN Centric Malware Detection, Explainability, and Dataset Curation

Graph Neural Networks GNNs have become an effective tool for malware detection by capturing program execution through graph-structured representations. However, important challenges remain regarding scalability, interpretability, and the availability of reliable datasets. This paper brings togeth...

Adaptive Detection of Polymorphic Malware: Leveraging Mutation Engines and YARA Rules for Enhanced Security

Polymorphic malware continually alters its structure to evade signature-based defences, challenging both commercial antivirus AV and enterprise detection systems. This study introduces a reproducible framework for analysing eight polymorphic behaviours-junk code insertion, control-flow obfuscatio...

Improving the Identification of Real-World Malware's DNS Covert Channels Using Locality Sensitive Hashing

Nowadays, malware increasingly uses DNS-based covert channels in order to evade detection and maintain stealthy communication with its command-and-control servers. While prior work has focused on detecting such activity, identifying specific malware families and their behaviors from captured...

Malicious code in pyrtp (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 f77b4d5bf456d6805b724bbedc6baa9f7fb3cc95e6ab6aace6861bfcd56aec1f Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191837 Malicious code in pyrtp (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 f77b4d5bf456d6805b724bbedc6baa9f7fb3cc95e6ab6aace6861bfcd56aec1f Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

Malicious code in rtcpy (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 75bd7b21b8b27920b63ff14b07b761f57e72da9866682e4e49bd569e660215fd Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191860 Malicious code in rtcpy (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 75bd7b21b8b27920b63ff14b07b761f57e72da9866682e4e49bd569e660215fd Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

Malicious code in aounitaounit2 (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 17a6f267b170cfb56ec403ff0364780d8adb80064476daffdded59f701b8b154 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191682 Malicious code in aounitaounit2 (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 17a6f267b170cfb56ec403ff0364780d8adb80064476daffdded59f701b8b154 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

Malicious code in chicopute (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 d495090103e9ff8ca138e9ad2b40556ce900f92d07ac058463eb58f42edacc85 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191700 Malicious code in chicopute (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 d495090103e9ff8ca138e9ad2b40556ce900f92d07ac058463eb58f42edacc85 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

Malicious code in aiostreams (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 a6bc4c2d12a8ad24e8844bea0287de82e1e6ab24b08fb1f5ac983c0906a655d9 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191675 Malicious code in aiostreams (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 a6bc4c2d12a8ad24e8844bea0287de82e1e6ab24b08fb1f5ac983c0906a655d9 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

CVE-2024-26953

creationtimestamp| type| source ---|---|--- 2025-11-24 21:54:34+00:00| seen| https://bsky.app/profile/ferramentaslinux.bsky.social/post/3m6fsunyluk2e 2026-03-19 00:00:00+00:00| seen| https://www.cert.ssi.gouv.fr/avis/CERTFR-2026-AVI-0316/...

Aggregated Rate Limiting Defends Against Large-Scale and DDoS Attacks

Discover how Akamai’s new aggregated rate limiting strengthens defenses against large-scale, distributed DDoS attacks, and API abuse with smarter detection...

Elite Cyber Veterans Launch Blast Security with $10M to Turn Cloud Detection into Prevention

Tel Aviv, Israel, 24th November 2025, CyberNewsWire...

New RadzaRat Spyware Poses as File Manager to Hijack Android Devices

Certo Software found RadzaRat, an Android RAT disguised as a file manager that has a 0/66 detection rate on VirusTotal. It keylogs passwords and steals files...

Malicious code in mongland (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 a003c7277ab04d5aec30eaa72b0f28b25c7534e6b036c381142300b3ac0bde9f Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

MAL-2025-191794 Malicious code in mongland (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 a003c7277ab04d5aec30eaa72b0f28b25c7534e6b036c381142300b3ac0bde9f Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...

Malicious code in zakuchienne (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 6cab2f6ce1c1eec52747b1f7057550b9b35d3c4f6d8c04b51e37afd47c1e5625 Importing the module starts an infostealer --- Category: MALICIOUS - The campaign has clearly malicious intent, like infostealers. Campaign: 2025-11-mescouille...