RSAC 2020: Lack Of Machine Learning Laws Open Doors To Attacks

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Mirthe Luria

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Jul 14, 2024, 9:43:58 PM7/14/24

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We are at a turning point in the cybersecurity market. Products will soon no longer be measured solely on how many security use cases they can fulfill, or how many attacks their black-box AI can detect or prevent. They will additionally be measured on how easily and robustly they allow users to consume the outputs of the open cybersecurity ecosystem, and how easily they allow analysts to contribute back to it. In order to enable and accelerate this change, the cybersecurity community needs a common collaboration model for defense, that builds upon what already exists in the community for collaboration on threat intelligence, and enhances it to allow for highly agile defense intelligence creation and deployment.

Tzachi Zorenshtain is the Head of SCS, Checkmarx. Prior to Checkmarx, Tzachi was the Co-Founder and CEO of Dustico, a SaaS-based solution that detects malicious attacks and backdoors in open-source software supply chains, which was acquired by Checkmarx in August 2021. Tzachi is armed with more than a decade's worth of experience in cyber-security, specializing in building advanced malware research systems. Prior to Dustico, Tzachi's tenure at Palo Alto Networks, Symantec and McAfee deepened his passion towards contributing to the developer and cybersecurity space and saw him building custom security architectures and hunting for advanced Cyber-attack groups.

RSAC 2020: Lack of Machine Learning Laws Open Doors To Attacks

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Paolo is the founder of Priam Cyber AI, a startup developing a native incident response platform for SOC teams. He was previously a data scientist for companies including Fortinet, Microsoft and Context IS. He worked on the Cyber Threat Alliance consortium and contributed to the following MITRE Engenuity projects including TRAM, Sightings, AttackFlow. He maintains an open source project called TypeDB CTI that is soon to become an OASIS compliant library for STIX source/sinks. He is also a contributor for the EPSS SIG in FIRST ORG. He holds a Phd in multi-agent machine learning and a degree in software engineering.

Aaron has been working at the national CERT of Austria between 2008 and 2020, he has a background in maths and computer science. Since 2020 he works for EC-DIGIT-CSIRC, the IT security team of the European Commission. He is the co-founder of intelmq.org, a tool for automating the typical tasks of IT security teams. Aaron is a regular speaker at IT security conferences such as FIRST, hack.lu, Blackhat, CCC. He also had the honor to serve as a FIRST board of director between 2014 and 2018 where he initialized multiple infrastructure projects such as misp.first.org. He believes in using automation, open source and machine learning for improving the lives of DFIR folks. In fact, he believes that without those tools, we won't be fast enough to keep up with attackers.

Colt Blackmore is Co-Founder and CTO of Reach Security, where he builds technology at the intersection of AI, decision intelligence, and security automation. Before Reach he pioneered the use of machine learning for malware detection at Palo Alto Networks, led the Data Science team at Cylance, and created the algorithms that power People-Centric Security at Proofpoint.