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Packet Storm News
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•added 2026/10/02 12:00 a.m.•8 views

WordPress Authorizer 3.15.3 Privilege Escalation Scanner

WordPress Authorizer versions through 3.15.3 contain an unauthenticated privilege escalation vulnerability. The supplied Python tool passively detects installed versions and optionally inspects Azure OAuth2 configuration...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•8 views

Chaining Skills to Hijack LLM Agents

LLM agents use skills to improve performance on specialized tasks. To complete a user request, an agent may invoke several skills in sequence, allowing information produced under one skill to guide the next. Because skills may come from open-source repositories, this handoff can also carry...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

Homomorphic Advantage Operator: Stabilizing Reinforcement Learning under Fully Homomorphic Encryption Constraints

Privacy-preserving machine learning presents significant deployment challenges on the cloud for intelligent systems with confidential data. Fully Homomorphic Encryption FHE offers a compelling solution for secure computation, preserving data confidentiality of cloud computations. However, applyin...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

TREX MES 6.07.17.00090 / TrexDCAS MES 6.05.14.00074 SQL Injection

TREX MES versions 6.07.17.00090 and earlier and TrexDCAS MES versions 6.05.14.00074 and earlier contain an SQL injection vulnerability in web API sql parameter handling...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•4 views

CITADEL: CWE-Guided Insertion of Hardware Trojans Via Analysis of DFG-Enabled LLMs

The increasing sophistication of Hardware Trojans HTs and system-level vulnerabilities poses significant risks to modern integrated circuits. However, constructing realistic HT scenarios, remains a substantial burden: researchers must manually analyze complex RTL structures, identify plausible...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

Sleeping Secrets: How Fine-Tuning Reawakens Privacy Risks in Language Models

Beyond adapting Large Language Models LLMs to specialized applications, fine-tuning has recently been shown to recover private information that is no longer accessible through direct queries. Previous fine-tuning recovery attacks, however, require genuine private supervision drawn from the same...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•8 views

From Network Intrusion Detection to Blockchain-Backed Endpoint Detection and Response: Mapping the Landscape of Decentralized Detection-And-Response Architectures

While the literature on blockchain-assisted intrusion detection and prevention systems IDS/IPS for Internet of Things IoT and Industrial Internet of Things IIoT networks is mature, existing systematic reviews suffer from two critical limitations: they overlook the structural shift toward modern...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

game-music-emu 0.6.5 NULL Pointer Dereference / Denial of Service

A NULL pointer dereference in the AY file loader of game-music-emu libgme, the open-source video game music emulation library, allows an attacker who supplies a crafted .ay file to terminate any application that begins playback of it. Versions through 0.6.5 are affected...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

A Deterministic and Auditable AI Security Risk Assessment Framework with ATLAS Aligned Executable Rules and Formal Verification

Artificial intelligence systems are increasingly deployed in high impact and safety critical settings, yet security assessment remains difficult to reproduce and defend under audit. Existing approaches often rely on narrative checklists or assessor driven scoring, and they lack an explicit, machi...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•6 views

Hop-Decayed Influence: New Vulnerabilities of Structural Auxiliary Indexing in GraphRAG Pipelines with LLM

GraphRAG pipelines construct auxiliary structures during offline indexing--semantic summaries, hierarchical edges, and pre-computed scores--that determine how retrieval is prioritised at query time. Prior attacks target only instance-level components nodes, edges, triples, overlooking these...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•5 views

MIRROR: Multipath Quorum Integrity for LLM Multi-Agent Communication

Inter-agent communication is central to Large Language Model Multi-Agent Systems LLM-MAS, but it introduces an underexplored vulnerability: Agent-in-the-Middle AiTM attacks that manipulate messages in transit without compromising the agents themselves. Prior work reports Attack Success Rates ASR...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•8 views

A Structured State Space Sequence Model for Multi-Class Classification of Malware

By 2030, Internet of Things IoT devices are projected to reach 40 billion, with fast-paced technological advancements in fields such as industry, healthcare, agriculture, automobiles, and building/home automation systems. This expansion has created a large attack surface for cybercrime, as the...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

High-Quality Data Do Not Mean Safe! Poisoning LLMs after Data Selection

Safety-aligned Large Language Models remain vulnerable to fine-tuning on small sets of harmful or benign-looking samples. However, prior studies typically assume that poisoned samples directly enter downstream fine-tuning, overlooking quality-based selection in practical training pipelines. To fi...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•13 views

Protocol Integration of Physical Layer Deception into EAP-TEAP Wi-Fi Authentication

Credential-based Extensible Authentication Protocol EAP authentication cannot distinguish a legitimate credential holder from an adversary using compromised credentials. Physical Layer Deception PLD complements credential-based authentication by exposing a deceptive primary object over a primary...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•10 views

Xalgorix Autonomous AI Pentesting Agent 4.6.128

Most scanners detect. Xalgorix proves. An autonomous LLM agent works a full pentest methodology, then an independent verifier re-exploits every finding before it's reported - so you get proof, not a pile of maybes to triage. Self-hosted, private, and bring-your-own-LLM. Built in Go + TypeScript...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

Learnt Attacks on Quantum Key Distribution under Channel Noise and Device Drift

Quantum key distribution QKD links are provisioned from security analyses of stationary channels, whereas the devices that determine the channel drift between recalibrations. Whether an eavesdropper who cannot alter the channel's own noise gains by following that drift has not been quantified...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•4 views

Out of Sync, out of Sight: Phantom State Attacks against IIoT Intrusion Detection

Machine learning-based intrusion detection systems IDS are critical for securing Industrial Internet of Things IIoT environments. Most adversarial research against them perturbs the feature vector or the traffic that produces it, and depends on gradient access, repeated model queries, or a learne...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•4 views

Prompted to Discriminate: Generalizing Malicious-Input Probes in the Wild

LLM agents increasingly rely on activation probes as runtime monitors for prompt injection, jailbreaks, and unsafe requests, reading the model's own hidden state to catch a harmful input before the agent acts on it. A cheap, increasingly common move, borrowed from LLM-as-judge prompting, is to...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•13 views

QUFIG: GNN-Based Prediction of Quantum Fault Injection Vulnerabilities with Gate-Level Precision

The growing scale and accessibility of quantum hardware exposed new reliability and security challenges in the quantum computing workflow, such as the run-time fault injection attacks in cloud-based quantum computing platforms. However, existing works fail to identify vulnerabilities with...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

Joern 4.0.644

Joern is the bug hunter's workbench. With this tool, you can uncover attack surface, sloppy coding practices, and variants of known vulnerabilities using an interactive code analysis shell. Joern supports C, C++, LLVM bitcode, x86 binaries via Ghidra, JVM bytecode via Soot, and Javascript...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•12 views

Jev-IDS: System One Models for Network Intrusion Detection

Machine-learning Network Intrusion Detection Systems IDS depend on substantial labeled datasets and task-specific training, whereas Large Language Models LLMs detection can analyze flow records directly but incurs higher inference cost and latency, with less constrained outputs. This paper presen...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•12 views

game-music-emu 0.6.5 VGM Command Interpreter Missing Operand Out-Of-Bounds Read

An out-of-bounds read in the VGM command interpreter of game-music-emu libgme, the open-source video game music emulation library, allows an attacker who supplies a crafted .vgm or .vgz file to read heap memory past the end of the buffer holding the file. The read happens as soon as playback...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•10 views

The Innocent Courier: Covert Exfiltration through Legitimate LLM Web Fetching

With the increasing capabilities of Large-Language-Models LLMs and LLM-based agents, users are increasingly using them to solve everyday problems, such as answering e-mails or providing programming support. Existing work has extensively investigated security and privacy risks, such as prompt...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

OverAct: Measuring and Mitigating Proactive Over-Authorization in LLM Tool-Calling Agents

LLM agents with tool-calling capabilities can access external services and private user data, but they may retrieve more information than a user's request explicitly requires. We study this behavior in structured tool-calling agents and term it proactive over-authorization. This setting differs...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•5 views

Mitigating Private Data Leakage in LLMs with Whiteout

Modern large language models LLMs are trained on massive, largely unfiltered datasets, including content scraped from nearly every accessible website and user inputs. As a result, LLMs often memorize and reproduce personally sensitive information PSI such as birth dates, phone numbers, and home...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

SuiteCRM 8.10.1 Authenticated Server-Side Request Forgery

SuiteCRM versions through 7.15.1 and 8.10.1 contain an authenticated server-side request forgery vulnerability in CalendarAccount testConnection. The proof of concept submits a supplied CalDAV server URL to demonstrate server-side request handling...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

game-music-emu 0.6.5 GYM Playback Out-Of-Bounds Read

An out-of-bounds read in the GYM playback path of game-music-emu libgme, the open-source video game music emulation library, allows an attacker who supplies a crafted .gym file to read heap memory past the end of the allocation holding the file contents, potentially terminating the process...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•10 views

game-music-emu 0.6.5 VGM Command Interpreter Out-Of-Bounds Read / DoS

An out-of-bounds read in the VGM command interpreter of game-music-emu libgme, the open-source video game music emulation library, allows an attacker who supplies a crafted .vgm or .vgz file to crash the hosting process or to have adjacent heap memory influence the rendered audio, via a PCM seek...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

LLMs are increasingly applied to cybersecurity workflows, where they are expected to translate analysts' intent into tool invocations. However, existing evaluations focus on knowledge-based assessments or end-to-end agentic tasks, and do not directly measure LLMs' ability to generate executable...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•9 views

System-Level Optimization beyond Cryptographic Kernels: An ML-KEM Case Study on Arm Cortex-M7

Recent work on embedded post-quantum cryptography has focused primarily on instruction-level optimization, including arithmetic-kernel improvements, assembly tuning, register allocation, and instruction scheduling. Using the Module-Lattice-Based Key-Encapsulation Mechanism ML-KEM on an Arm...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•3 views

"I'm Trying Not to Get Hacked:" How Adults with Intellectual and Developmental Disabilities Navigate Security and Privacy Notifications

Security and privacy notifications, such as login alerts, spam email warnings, and cookie consent requests, play a critical role in shaping users' responses to digital risks. Yet most notifications overlook cognitive accessibility, limiting their effectiveness for people with intellectual and...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•5 views

Evaluating and Improving the Robustness of Large Language Models to Input Sequence Variations

Large language models LLMs in production systems face prompt injections, trojans backdoors, and manipulation of automatic quality metrics. This thesis develops models, methods, and algorithms for evaluating and improving LLM robustness to adversarial input sequence variations. We propose Rstabf, ...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

Autonomous OSS Threat Detection Via Taxonomy-Aligned LLMs

Open source software OSS ecosystems face growing threats from sophisticated supply chain attacks including typosquatting, dependency confusion, Trojan Source obfuscation, malicious build injection, and CI/CD pipeline poisoning. Existing detection approaches rely on signature-based tools and...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•4 views

SideKernel: A Usable MicroVM Sandbox for AI Coding Agents on MacOS

AI coding agents are untrusted system components, yet they require autonomy on the developer machines they run on. This contradiction is a security problem. Sandboxes provide an isolated environment, but for local macOS development, the existing local, open-source options for AI coding agents are...

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Packet Storm News
Packet Storm News
•added 2026/10/01 12:00 a.m.•8 views

TREX MES 6.07.17.00090 Missing Authentication

TREX MES version 6.07.17.00090 and earlier, and TrexDCAS MES version 6.05.14.00074 and earlier, contain a missing server-side authentication issue in the /api/GetDataJSON3 endpoint that permits unauthenticated data queries...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•8 views

A Hybrid Approach to Malware Detection: Integrating Few-Shot Model-Agnostic Meta-Learning with Autoencoders

Ransomware has emerged as a major cybersecurity threat, with incidents increasing in frequency and impact across critical sectors. These attacks are typically launched through phishing emails, malicious downloads, or exploitation of software vulnerabilities to gain system access. Once inside, the...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

A Resource-Aware Behavior Reconstruction and Hierarchical Semantic Learning Framework for Host Intrusion Detection

System calls syscalls record key interactions between running programs and the operating system kernel, providing fine-grained and minimally intrusive data for host-based intrusion detection systems HIDS deployed in cloud and other modern computing environments. However, existing methods often...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•13 views

The Achilles' Heel of Partial Reconfiguration: Optical Side-Channel Leakage on the 7-Series ICAP

Major FPGA manufacturers have incorporated bitstream encryption to protect sensitive configuration data. However, for the most widely used FPGA families, multiple attacks against unpatchable protection schemes hard-wired into the devices can bypass or fully break them, making patchable schemes...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

GNSS Spoofing in Mobile Devices: A Survey on Impact and Countermeasures

Smartphones rely on Global Navigation Satellite System GNSS-based positioning for many of the functions they execute everyday. The GNSS receivers embedded in smartphones are susceptible to anthropogenic radio frequency interference attacks in the forms of jamming and spoofing due to the low-power...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•10 views

SAGE: Similarity-Based Cleaning of Poisoned Training Data from Verified Examples

As machine learning increasingly relies on public, untrusted data sources, data poisoning attacks, which inject malicious examples into training data to induce misclassification of a chosen target, pose a growing threat. Existing defenses either assume zero ground-truth information about which...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•4 views

Intent-Hiding Jailbreaks: An Information-Theoretic Framework for Compositional Attacks

Recent work has shown that large language models LLMs can be vulnerable to jailbreak attacks in which harmful intent is obscured through composition with benign tasks. A harmful request refused in isolation may elicit a different response when embedded within a larger, seemingly benign query. We...

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Packet Storm News
•added 2026/10/01 12:00 a.m.•11 views

MediaWiki CommonsMetadata 1.46 License URL Cross Site Scripting

MediaWiki CommonsMetadata extension versions 1.43, 1.45, and 1.46 contain a cross site scripting vulnerability through insufficient validation of license URLs. The supplied proof of concept checks local API metadata for an executable javascript: URL...

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Packet Storm News
Packet Storm News
•added 2026/09/30 12:00 a.m.•8 views

Security Properties of Neural Networks As Decision Problems

Certifying a deployed neural network raises decision problems that the verification literature has not classified: whether the model carries a backdoor planted in its training data, whether a fault in its stored parameters can drive it into an unsafe state, whether its output leaks a private part...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•10 views

OpenSSL Toolkit 3.5.9

OpenSSL is a robust, fully featured Open Source toolkit implementing the Secure Sockets Layer and Transport Layer Security protocols with full-strength cryptography world-wide. This is the 3.6 release...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•9 views

Karma Pro 0.12

Karma Pro is an open source code review tool written in Swift that can assist code reviewers with a multitude of useful tools. Karma Pro is a macOS source-code security scanner AST base and Heuristics that statically analyses projects in multiple languages. It's backed by an ML classifier trained...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•8 views

Memetic Trojans: Social Contagions As Carriers of Adversarial Payloads in Agent Networks

Autonomous large language model LLM agents increasingly interact in network environments where adversarial content can propagate between agents. Known attacks include agent worms, which spread through self-replicating prompt injections or configuration compromises. We introduce memetic trojans, a...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•7 views

Quantum Secret Sharing and Error Correction Vs No-Cloning

Secret sharing is ubiquitous throughout cryptography. All possible access structures are classically feasible, and in the case of threshold access structures, the protocols are even very efficient. However, when moving to the quantum setting, the no-cloning theorem shows that many access structur...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•13 views

PrivCert: Certifying Statement Support under Differential Privacy

Differentially private DP text generation can protect individual records, but privacy alone does not specify what evidence a released statement carries about the underlying data. We identify this as an evidence gap: a private report may contain plausible claims without indicating whether they are...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•14 views

Backdoor Purification for LoRA-Tuned LLMs Via Null-Space Projection

With the rapid adoption of large language models LLMs and parameter-efficient fine-tuning PEFT methods, the risk of backdoor attacks has become more severe. Existing backdoor purification methods typically rely on at least one of the strong assumptions, such as prior knowledge of triggers, access...

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Packet Storm News
•added 2026/09/30 12:00 a.m.•10 views

angr 10.0.1

angr is an open-source binary analysis platform for Python. It combines both static and dynamic symbolic "concolic" analysis, providing tools to solve a variety of tasks...

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Total number of security vulnerabilities8598