Benchmarking Poisoning Attacks against Retrieval-Augmented Generation

Retrieval-Augmented Generation RAG has proven effective in mitigating hallucinations in large language models by incorporating external knowledge during inference. However, this integration introduces new security vulnerabilities, particularly to poisoning attacks. Although prior work has explore...

CVE-2025-0708

A vulnerability was found in fumiao opencms 2.2. It has been declared as problematic. This vulnerability affects unknown code of the file /admin/model/addOrUpdate of the component Add Model Management Page. The manipulation of the argument 模板前缀 leads to cross site scripting. The attack can be...

CVE-2024-7038

An information disclosure vulnerability exists in open-webui version 0.3.8. The vulnerability is related to the embedding model update feature under admin settings. When a user updates the model path, the system checks if the file exists and provides different error messages based on the existenc...

CVE-2024-7784

During internal Axis Security Development Model ASDM threat-modelling, a flaw was found in the protection for device tampering commonly known as Secure Boot in AXIS OS making it vulnerable to a sophisticated attack to bypass this protection. To Axis' knowledge, there are no known exploits of the...

CVE-2024-5616

A Cross-Site Request Forgery CSRF vulnerability exists in mudler/LocalAI versions up to and including 2.15.0, which allows attackers to trick victims into deleting installed models. By crafting a malicious HTML page, an attacker can cause the deletion of a model, such as 'gpt-4-vision-preview',...

CVE-2024-34359

llama-cpp-python is the Python bindings for llama.cpp. llama-cpp-python depends on class Llama in llama.py to load .gguf llama.cpp or Latency Machine Learning Models. The init constructor built in the Llama takes several parameters to configure the loading and running of the model. Other than NUM...

CVE-2024-3402

A stored Cross-Site Scripting XSS vulnerability existed in version 20240121 of gaizhenbiao/chuanhuchatgpt due to inadequate sanitization and validation of model output data. Despite user-input validation efforts, the application fails to properly sanitize or validate the output from the model,...

CVE-2024-3102

A JSON Injection vulnerability exists in the mintplex-labs/anything-llm application, specifically within the username parameter during the login process at the /api/request-token endpoint. The vulnerability arises from improper handling of values, allowing attackers to perform brute force attacks...

CVE-2024-30559

Improper Neutralization of Input During Web Page Generation 'Cross-site Scripting' vulnerability in Maurice Spin 360 deg and 3D Model Viewer allows Stored XSS.This issue affects Spin 360 deg and 3D Model Viewer: from n/a through 1.2.7...

CVE-2024-56516

free-one-api allows users to access large language model reverse engineering libraries through the standard OpenAI API format. In versions up to and including 1.0.1, MD5 is used to hash passwords before sending them to the backend. MD5 is a cryptographically broken hashing algorithm and is no...

CVE-2024-35238

Minder by Stacklok is an open source software supply chain security platform. Minder prior to version 0.0.51 is vulnerable to a denial-of-service DoS attack which could allow an attacker to crash the Minder server and deny other users access to it. The root cause of the vulnerability is that...

CVE-2024-7223

A vulnerability has been found in SourceCodester Lot Reservation Management System 1.0 and classified as critical. Affected by this vulnerability is an unknown functionality of the file /viewmodel.php. The manipulation of the argument id leads to sql injection. The attack can be launched remotely...

CVE-2024-32882

Wagtail is an open source content management system built on Django. In affected versions if a model has been made available for editing through the wagtail.contrib.settings module or ModelViewSet, and the permission argument on FieldPanel has been used to further restrict access to one or more...

CVE-2024-48251

Wavelog 1.8.5 allows Activatedgridmapmodel.php getbandconfirmed SQL injection via band, sat, propagation, or mode...

CVE-2024-49232

Improper Neutralization of Input During Web Page Generation 'Cross-site Scripting' vulnerability in derethor El mejor Cluster mejorcluster allows DOM-Based XSS.This issue affects El mejor Cluster: from n/a through = 1.1.15...

CVE-2024-12503

A vulnerability classified as problematic was found in ClassCMS 4.8. Affected by this vulnerability is an unknown functionality of the file /index.php/admin of the component Model Management Page. The manipulation of the argument URL leads to cross site scripting. The attack can be launched...

CVE-2024-20316

A vulnerability in the data model interface DMI services of Cisco IOS XE Software could allow an unauthenticated, remote attacker to access resources that should have been protected by a configured IPv4 access control list ACL. This vulnerability is due to improper handling of error conditions wh...

CVE-2024-31821

SQL Injection vulnerability in Ecommerce-CodeIgniter-Bootstrap commit v. d22b54e8915f167a135046ceb857caaf8479c4da allows a remote attacker to execute arbitrary code via the manageQuantitiesAndProcurement method of the Ordersmodel.php component...

CVE-2024-31212

InstantCMS is a free and open source content management system. A SQL injection vulnerability affects instantcms v2.16.2 in which an attacker with administrative privileges can cause the application to execute unauthorized SQL code. The vulnerability exists in indexchartdata action, which receive...

CVE-2024-48057

localai =2.20.1 is vulnerable to Cross Site Scripting XSS. When calling the delete model API and passing inappropriate parameters, it can cause a one-time storage XSS, which will trigger the payload when a user accesses the homepage...