Aggregator

You must login to view this content

You must login to view this content

You must login to view this content

Within the newly inaugurated Linux 7.0 kernel, developers have integrated robust defenses against nascent threats that currently reside

The post Quantum-Proofing the Kernel: Linux 7.0 Debuts ML-DSA to Defeat Future Supercomputers appeared first on Penetration Testing Tools.

The Japanese manufacturer of intimate wellness products, Tenga, has issued a formal notification to its clientele regarding a

The post Privacy Exposed: Tenga Discloses Data Breach After Hacker Hijacks Employee Email appeared first on Penetration Testing Tools.

Palo Alto Networks has conspicuously tempered the rhetoric within its latest dossier regarding an extensive cyber-espionage campaign, eschewing

The post The Attribution Dilemma: Inside Palo Alto Networks’ “Shadow Operations” Report and the Unnamed Giant appeared first on Penetration Testing Tools.

A critical vulnerability has been unearthed within a ubiquitous component of supercomputing clusters, having resided surreptitiously within the

The post The 20-Year Shadow: Critical Munge Vulnerability Threatens Global Supercomputing Clusters appeared first on Penetration Testing Tools.

Session 12C: Membership Inference

Authors, Creators & Presenters: Zitao Chen (University of British Columbia), Karthik Pattabiraman (University of British Columbia)

PAPER
A Method to Facilitate Membership Inference Attacks in Deep Learning Models

Modern machine learning (ML) ecosystems offer a surging number of ML frameworks and code repositories that can greatly facilitate the development of ML models. Today, even ordinary data holders who are not ML experts can apply off-the-shelf codebase to build high-performance ML models on their data, many of which are sensitive in nature (e.g., clinical records).

ABOUT NDSS
The Network and Distributed System Security Symposium (NDSS) fosters information exchange among researchers and practitioners of network and distributed system security. The target audience includes those interested in practical aspects of network and distributed system security, with a focus on actual system design and implementation. A major goal is to encourage and enable the Internet community to apply, deploy, and advance the state of available security technologies.

Our thanks to the Network and Distributed System Security (NDSS) Symposium for publishing their Creators, Authors and Presenter’s superb NDSS Symposium 2025 Conference content on the Organizations' YouTube Channel.

Permalink

The post NDSS 2025 – A Method To Facilitate Membership Inference Attacks In Deep Learning Models appeared first on Security Boulevard.

Researchers have documented the inaugural instance of a deleterious Microsoft Outlook extension proliferating through the official Office Add-in

The post The Trojan in the Sidebar: How an Abandoned App Turned the Official Microsoft Store into a Phishing Engine appeared first on Penetration Testing Tools.

In the nascent weeks of 2026, a formidable new antagonist emerged within the digital theater: a collective identifying

The post The Phantom Menace: Unmasking 0APT’s Trillion-Byte Bluff in the 2026 Ransomware Scene appeared first on Penetration Testing Tools.

A critical vulnerability has been unearthed in a ubiquitous WordPress backup plugin, facilitating the unauthorized seizure of websites

The post 9.8 Critical Alert: The Flaw Threatening 900,000 WordPress Sites appeared first on Penetration Testing Tools.

Websites running the Novarain/Tassos Framework are vulnerable to critical security flaws that allow unauthenticated file read, file deletion, and SQL injection attacks, potentially leading to remote code execution and full administrator takeover on unpatched systems. The issues affect multiple popular Tassos extensions and require urgent patching through the vendor’s updated releases. A source‑code review of […]

The post Joomla Novarain/Tassos Framework Vulnerabilities Enables SQL injection and Unauthenticated File Read appeared first on Cyber Security News.