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SANS Stormcast Thursday Mar 27th: Classifying Malware with ML; Malicious NPM Packages; Google Chrome 0-day

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Manage episode 473659069 series 19634
Content provided by SANS ISC Handlers and Johannes B. Ullrich. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by SANS ISC Handlers and Johannes B. Ullrich or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Leveraging CNNs and Entropy-Based Feature Selection to Identify Potential Malware Artifacts of Interest
This diary explores a novel methodology for classifying malware by integrating entropy-driven feature selection with a specialized Convolutional Neural Network (CNN). Motivated by the increasing obfuscation tactics used by modern malware authors, we will focus on capturing high-entropy segments within files, regions most likely to harbor malicious functionality, and feeding these distinct byte patterns into our model.
https://isc.sans.edu/diary/%5BGuest%20Diary%5D%20Leveraging%20CNNs%20and%20Entropy-Based%20Feature%20Selection%20to%20Identify%20Potential%20Malware%20Artifacts%20of%20Interest/31790
Malware found on npm infecting local package with reverse shell
Researchers at Reversinglabs found two malicious NPM packages, ethers-provider2, and ethers-providerz that patch the well known (and not malicious) ethers package to add a reverse shell and downloader.
https://www.reversinglabs.com/blog/malicious-npm-patch-delivers-reverse-shell
Google Patched Google Chrome 0-day
Google patched a vulnerability in Chrome that was already exploited in attacks against media and educational organizations in Russia
https://chromereleases.googleblog.com/2025/03/stable-channel-update-for-desktop_25.html
  continue reading

3019 episodes

Artwork
iconShare
 
Manage episode 473659069 series 19634
Content provided by SANS ISC Handlers and Johannes B. Ullrich. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by SANS ISC Handlers and Johannes B. Ullrich or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Leveraging CNNs and Entropy-Based Feature Selection to Identify Potential Malware Artifacts of Interest
This diary explores a novel methodology for classifying malware by integrating entropy-driven feature selection with a specialized Convolutional Neural Network (CNN). Motivated by the increasing obfuscation tactics used by modern malware authors, we will focus on capturing high-entropy segments within files, regions most likely to harbor malicious functionality, and feeding these distinct byte patterns into our model.
https://isc.sans.edu/diary/%5BGuest%20Diary%5D%20Leveraging%20CNNs%20and%20Entropy-Based%20Feature%20Selection%20to%20Identify%20Potential%20Malware%20Artifacts%20of%20Interest/31790
Malware found on npm infecting local package with reverse shell
Researchers at Reversinglabs found two malicious NPM packages, ethers-provider2, and ethers-providerz that patch the well known (and not malicious) ethers package to add a reverse shell and downloader.
https://www.reversinglabs.com/blog/malicious-npm-patch-delivers-reverse-shell
Google Patched Google Chrome 0-day
Google patched a vulnerability in Chrome that was already exploited in attacks against media and educational organizations in Russia
https://chromereleases.googleblog.com/2025/03/stable-channel-update-for-desktop_25.html
  continue reading

3019 episodes

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