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本文探讨了语言模型中的多目标预测方法及其在生成任务中的应用效果。通过混合任务训练（如掩码、排列序列等）和多令牌预测技术（如跨度掩码、随机排列），模型能够更高效地利用输入信息并减少过拟合风险。研究还引入了自推测解码方案以提升推理速度，并结合多任务学习策略进一步优化模型性能。

文章介绍了如何使用Reddit的导航功能，包括访问主页、下载应用以及登录步骤。

A newly discovered version of the SquidLoader malware has surfaced during a targeted attack on institutions in Hong Kong, sparking significant concern within the financial sector. Of particular alarm is its near-complete evasion of...

The post New SquidLoader Variant Unleashed: Stealthy Malware Hits Hong Kong Financial Sector Undetected appeared first on Penetration Testing Tools.

Microsoft has begun rolling out an update to the Copilot app for Windows, significantly enhancing its artificial intelligence capabilities through the introduction of the Desktop Share feature. With this update, Copilot can now “see”...

The post Microsoft Copilot Gets “Eyes”: New Desktop Share Feature Analyzes Your Screen in Real-Time appeared first on Penetration Testing Tools.

Attacks targeting outdated SonicWall SMA 100 devices have once again exposed the fragility of network perimeters often overlooked by conventional security systems. According to the Google Threat Intelligence Group (GTIG), a targeted campaign employing...

The post SonicWall SMA 100 Devices Under Persistent Attack: UNC6148 Deploys Stealthy OVERSTEP Rootkit appeared first on Penetration Testing Tools.

The latest iteration of the Matanbuchus malware loader, designated version 3.0, has drawn particular scrutiny from cybersecurity experts due to its significant enhancements aimed at evading detection and bypassing modern defensive systems. Originally introduced...

The post Matanbuchus 3.0: The Evolved Malware-as-a-Service Evading Detection & Exploiting Microsoft Teams appeared first on Penetration Testing Tools.

软件的恶意推广行为是长期存在的行业乱象。部分群体为追求商业利益，采用捆绑安装、虚假诱导等不正当的推广手段进行强制推广，不仅严重影响着用户的使用体验，也破坏了公平竞争的市场环境。

当前环境出现异常，需完成验证后才能继续访问。

当前环境出现异常，需完成验证后才能继续访问。

A newly discovered vulnerability in Windows Server 2025—dubbed Golden dMSA—poses a grave risk of widespread compromise across entire Active Directory infrastructures, according to a technical report published by enterprise cybersecurity firm Semperis. The issue...

The post Golden dMSA: Critical Windows Server 2025 Flaw Allows Full Active Directory Takeover appeared first on Penetration Testing Tools.

A recent data breach has exposed a critical vulnerability in the systems of Paradox.ai, the developer behind AI-powered chatbots used in recruitment processes at McDonald’s and other Fortune 500 corporations. The cause of this...

The post Paradox.ai Data Breach: “123456” Password & Nexus Stealer Expose Fortune 500 Clients appeared first on Penetration Testing Tools.

A vulnerability classified as critical has been found in Tenda FH451 1.0.0.9. This affects the function fromWizardHandle of the file /goform/WizardHandle of the component POST Request Handler. The manipulation of the argument PPW leads to buffer overflow. This vulnerability is uniquely identified as CVE-2025-7747. It is possible to initiate the attack remotely. Furthermore, there is an exploit available.

A vulnerability, which was classified as critical, has been found in code-projects Online Appointment Booking System 1.0. This issue affects some unknown processing of the file /admin/getmanagerregion.php. The manipulation of the argument city leads to sql injection. The identification of this vulnerability is CVE-2025-7749. The attack may be initiated remotely. Furthermore, there is an exploit available.

A vulnerability, which was classified as critical, was found in code-projects Online Appointment Booking System 1.0. Affected is an unknown function of the file /admin/adddoctorclinic.php. The manipulation of the argument clinic leads to sql injection. This vulnerability is traded as CVE-2025-7750. It is possible to launch the attack remotely. Furthermore, there is an exploit available.

A vulnerability has been found in code-projects Online Appointment Booking System 1.0 and classified as critical. Affected by this vulnerability is an unknown functionality of the file /admin/addclinic.php. The manipulation of the argument cid leads to sql injection. This vulnerability is known as CVE-2025-7751. The attack can be launched remotely. Furthermore, there is an exploit available.

A vulnerability was found in code-projects Online Appointment Booking System 1.0 and classified as critical. Affected by this issue is some unknown functionality of the file /admin/deletedoctor.php. The manipulation of the argument did leads to sql injection. This vulnerability is handled as CVE-2025-7752. The attack may be launched remotely. Furthermore, there is an exploit available.

A vulnerability was found in code-projects Online Appointment Booking System 1.0. It has been classified as critical. This affects an unknown part of the file /admin/adddoctor.php. The manipulation of the argument Username leads to sql injection. This vulnerability is uniquely identified as CVE-2025-7753. It is possible to initiate the attack remotely. Furthermore, there is an exploit available.

A vulnerability was found in Fortinet FortiWeb up to 7.0.10/7.2.10/7.4.7/7.6.3. It has been classified as critical. Affected is an unknown function of the component HTTP Request Handler. The manipulation leads to sql injection. This vulnerability is traded as CVE-2025-25257. It is possible to launch the attack remotely. Furthermore, there is an exploit available. It is recommended to upgrade the affected component.