Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions

Large Language Models LLMs have revolutionized various fields with their exceptional capabilities in understanding, processing, and generating human-like text. This paper investigates the potential of LLMs in advancing Network Intrusion Detection Systems NIDS, analyzing current challenges,...

LIFT: Automating Symbolic Execution Optimization with Large Language Models for AI Networks

Dynamic Symbolic Execution DSE is a key technique in program analysis, widely used in software testing, vulnerability discovery, and formal verification. In distributed AI systems, DSE plays a crucial role in identifying hard-to-detect bugs, especially those arising from complex network...

Can Large Language Models Automate the Refinement of Cellular Network Specifications?

Cellular networks serve billions of users globally, yet concerns about reliability and security persist due to weaknesses in 3GPP standards. However, traditional analysis methods, including manual inspection and automated tools, struggle with increasingly expanding cellular network specifications...

Rethinking and Exploring String-Based Malware Family Classification in the Era of LLMs and RAG

Malware Family Classification MFC aims to identify the fine-grained family e.g., GuLoader or BitRAT to which a potential malware sample belongs, in contrast to malware detection or sample classification that predicts only an Yes/No. Accurate family identification can greatly facilitate automated...

UBUNTU-CVE-2025-38193

In the Linux kernel, the following vulnerability has been resolved: netsched: schsfq: reject invalid perturb period Gerrard Tai reported that SFQ perturbperiod has no range check yet, and this can be used to trigger a race condition fixed in a separate patch. We want to make sure ctl-perturbperio...

Simple Pizza Ordering System large.php file SQL Injection Vulnerability

Simple Pizza Ordering System is a simple pizza ordering system. Simple Pizza Ordering System suffers from a SQL injection vulnerability that stems from a lack of validation of externally-entered SQL statements in the parameter ID of file /large.php. An attacker can exploit this vulnerability to...

OPENSUSE-SU-2025:15220-1 git-lfs-3.7.0-1.1 on GA media

These are all security issues fixed in the git-lfs-3.7.0-1.1 package on the GA media of openSUSE Tumbleweed...

CGI: Denial of Service in CGI::Cookie.parse

A flaw was found in Ruby's CGI gem. Processing specially crafted large cookies with the CGI::Cookie.parse method can cause excessive resource consumption due to a missing limit on the length of the raw cookie value, resulting in a denial of service...

PYSEC-2025-61

Pillow is a Python imaging library. In versions 11.2.0 to before 11.3.0, there is a heap buffer overflow when writing a sufficiently large 64k encoded with default settings image in the DDS format due to writing into a buffer without checking for available space. This only affects users who save...

CVE-2025-6937

A vulnerability was found in code-projects Simple Pizza Ordering System 1.0. It has been declared as critical. This vulnerability affects unknown code of the file /large.php. The manipulation of the argument ID leads to sql injection. The attack can be initiated remotely. The exploit has been...

Code-Projects Simple Pizza Ordering System 注入漏洞

Simple Pizza Ordering System is a simple pizza ordering system. Simple Pizza Ordering System suffers from a SQL injection vulnerability that stems from a lack of validation of externally-entered SQL statements in the parameter ID of file /large.php. An attacker can exploit this vulnerability to...

netty: Denial of Service attack on windows app using Netty

A flaw was found in Netty. An unsafe reading of the environment file could potentially cause a denial of service. When loaded on a Windows application, Netty attempts to load a file that does not exist. If an attacker creates a large file, the Netty application crashes...

netty: Denial of Service attack on windows app using Netty

A flaw was found in Netty. An unsafe reading of the environment file could cause a denial of service. When loaded on a Windows application, Netty attempts to load a file that does not exist. If an attacker creates a large file, the Netty application crash...

Security Bulletin: RabbitMQ HTTP API Vulnerability Allows Authenticated DoS via Large Message Payloads

Summary RabbitMQ is a multi-protocol messaging and streaming broker. HTTP API did not enforce an HTTP request body limit, making it vulnerable for denial of service DoS attacks with very large messages. An authenticated user with sufficient credentials can publish a very large messages over the...

Jailbroken AIs are helping cybercriminals to hone their craft

Cybercriminals are bypassing the guardrails that are supposed to keep AI models from carrying out criminal activities, according to researchers. We've seen the misuse of AI models by cybercriminals growing rapidly over the past several years, shaping a new era of digital threats. Early on,...

IDGraphs: Intrusion Detection and Analysis Using Stream Compositing

Traffic anomalies and attacks are commonplace in today's networks and identifying them rapidly and accurately is critical for large network operators. For a statistical intrusion detection system IDS, it is crucial to detect at the flow-level for accurate detection and mitigation. However, existi...

Cybercriminal abuse of large language models

Cybercriminals are continuing to explore artificial intelligence AI technologies such as large language models LLMs to aid in their criminal hacking activities. Some cybercriminals have resorted to using uncensored LLMs or even custom-built criminal LLMs for illicit purposes. Advertised features ...

JsDeObsBench: Measuring and Benchmarking LLMs for JavaScript Deobfuscation

Deobfuscating JavaScript JS code poses a significant challenge in web security, particularly as obfuscation techniques are frequently used to conceal malicious activities within scripts. While Large Language Models LLMs have recently shown promise in automating the deobfuscation process,...

E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification Via MLLMs

The rapid spread of misinformation in mobile and wireless networks presents critical security challenges. This study introduces a training-free, retrieval-based multimodal fact verification system that leverages pretrained vision-language models and large language models for credibility assessmen...

SUSE CVE-2025-4877

There's a vulnerability in the libssh package where when a libssh consumer passes in an unexpectedly large input buffer to sshgetfingerprinthash function. In such cases the bintobase64 function can experience an integer overflow leading to a memory under allocation, when that happens it's possibl...