Synthetic Tabular Data: Methods, Attacks and Defenses

Synthetic data is often positioned as a solution to replace sensitive fixed-size datasets with a source of unlimited matching data, freed from privacy concerns. There has been much progress in synthetic data generation over the last decade, leveraging corresponding advances in machine learning an...

Dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data Generation

We propose dpmm, an open-source library for synthetic data generation with Differentially Private DP guarantees. It includes three popular marginal models -- PrivBayes, MST, and AIM -- that achieve superior utility and offer richer functionality compared to alternative implementations...

MUSE: Model-Agnostic Tabular Watermarking Via Multi-Sample Selection

We introduce MUSE, a watermarking algorithm for tabular generative models. Previous approaches typically leverage DDIM invertibility to watermark tabular diffusion models, but tabular diffusion models exhibit significantly poorer invertibility compared to other modalities, compromising performanc...

Random Client Selection on Contrastive Federated Learning for Tabular Data

Vertical Federated Learning VFL has revolutionised collaborative machine learning by enabling privacy-preserving model training across multiple parties. However, it remains vulnerable to information leakage during intermediate computation sharing. While Contrastive Federated Learning CFL was...

Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data

Differentially private DP machine learning often relies on the availability of public data for tasks like privacy-utility trade-off estimation, hyperparameter tuning, and pretraining. While public data assumptions may be reasonable in text and image domains, they are less likely to hold for tabul...

Benchmarking Differentially Private Tabular Data Synthesis

Differentially private DP tabular data synthesis generates artificial data that preserves the statistical properties of private data while safeguarding individual privacy. The emergence of diverse algorithms in recent years has introduced challenges in practical applications, such as inconsistent...

autogluon-extra (>=0.0.15b20201205, <=0.0.16b20210104), autogluon-tabular (>=0.0.15b20201205, <=0.0.16b20210104) +26 more potentially affected by CVE-2024-12216 via gluoncv (>=0.3.0, <=0.9.0)

gluoncv PYPI version =0.3.0, =0.0.15b20201205, =0.0.15b20201205, =0.0.15b20201205, =0.1.1, =0.1.0, =0.0.1, =0.0.20 - monk-cpu 0.0.1 - monk-cpu-test 0.0.11 - monk-cuda100 0.0.1 - monk-cuda100-test 0.0.1 - monk-cuda101 0.0.1 - monk-cuda101-test 0.0.1 - monk-cuda90 0.0.1 - monk-cuda90-test 0.0.1 -...

autogluon-extra (>=0.0.15b20201205, <=0.0.16b20210104), autogluon-tabular (>=0.0.15b20201205, <=0.0.16b20210104) +26 more potentially affected by CVE-2024-12216 via gluoncv (>=0.3.0, <=0.9.0)

gluoncv PYPI version =0.3.0, =0.0.15b20201205, =0.0.15b20201205, =0.0.15b20201205, =0.1.1, =0.1.0, =0.0.1, =0.0.20 - monk-cpu 0.0.1 - monk-cpu-test 0.0.11 - monk-cuda100 0.0.1 - monk-cuda100-test 0.0.1 - monk-cuda101 0.0.1 - monk-cuda101-test 0.0.1 - monk-cuda90 0.0.1 - monk-cuda90-test 0.0.1 -...

Red Database evlReadFile File Read

The vulnerability of the evlReadFile function in the SysFunction.cpp module of the “Red Database” database management system is related to the mechanism for accessing file blocks, which is configured in the directories.conf configuration file. Exploiting this vulnerability allows a remote attacke...

CKAN has Cross-site Scripting vector in the Datatables view plugin

The Datatables view plugin did not properly escape record data coming from the DataStore, leading to a potential XSS vector. Impact Sites running CKAN = 2.7.0 with the datatablesview plugin activated. This is a plugin included in CKAN core, that not activated by default but it is widely used to...

Sr2T - Converts Scanning Reports To A Tabular Format

Scanning reports to tabular sr2t This tool takes a scanning tool's output file, and converts it to a tabular format CSV, XLSX, or text table. This tool can process output from the following tools: 1. Nmap XML; 2. Nessus XML; 3. Nikto XML; 4. Dirble XML; 5. Testssl JSON; 6. Fortify FPR. Rationale...

van_der_Schaar LAB synthcity code issue vulnerability

synthcity is a vanderSchaar LAB open source library for generating and evaluating synthetic tabular data. A code issue vulnerability exists in vanderSchaar LAB synthcity version 0.2.9, which stems from an incorrect operation that can lead to deserialization...

KB5029376 - Description of the security update for SQL Server 2017 CU31: October 10, 2023

None None...

How to create a custom report from the DaaS Monitor console

The Custom Reports tab provides a user interface for generating Custom Reports containing real-time and historical data from the Monitoring database in tabular format. Note: the Custom Reports feature requires a Premium license...

SUSE CVE-2011-3657

Multiple cross-site scripting XSS vulnerabilities in Bugzilla 2.x and 3.x before 3.4.13, 3.5.x and 3.6.x before 3.6.7, 3.7.x and 4.0.x before 4.0.3, and 4.1.x through 4.1.3, when debug mode is used, allow remote attackers to inject arbitrary web script or HTML via vectors involving a 1 tabular...

acuity (6.18.0), acuitylite (>=6.6.0, <=6.21.0) +97 more potentially affected by CVE-2022-25882 via onnx (>=0.2.0, <=1.12.0)

onnx PYPI version =0.2.0, =6.6.0, =0.0.0, =0.0.157, =1.37.0, =1.37.0, =1.13.0, =1.13.0, =1.13.0, =1.13.0, =1.38.1, =0.5.8, =0.6.8 and more Source cves: CVE-2022-25882 Source advisory: MEND:CVE-2022-25882...

OESA-2022-2075 freetds security update

FreeTDS is an open source implementation of the TDS Tabular Data Stream protocol used by these databases for their own clients. It supports many different flavors of the protocol and three APIs to access it. FreeTDS includes call level interfaces for DB-Lib, CT-Lib, and ODBC. Security Fixes:...

TableField - Moderately critical - Access bypass - SA-CONTRIB-2019-067

This module allows you to attach tabular data to an entity. There is insufficient access checking for users with the ability to "Export Tablefield Data as CSV". They can export data from unpublished nodes or otherwise inaccessible entities. This vulnerability is mitigated by the fact that an...

[SECURITY] Fedora 29 Update: pspp-1.2.0-2.fc29

PSPP is a program for statistical analysis of sampled data. It interprets commands in the SPSS language and produces tabular output in ASCII, PostScript, or HTML format. PSPP development is ongoing. It already supports a large subset of SPSS's transformation language. Its statistical procedure...

SUSE SLES15 Security Update : java-1_8_0-openjdk (SUSE-SU-2018:1938-1)

This update for java-180-openjdk to version 8u171 fixes the following issues: These security issues were fixed : - S8180881: Better packaging of deserialization - S8182362: Update CipherOutputStream Usage - S8183032: Upgrade to LittleCMS 2.9 - S8189123: More consistent classloading - S8189969,...