Skill 审计报告
Adversarial Recommender Systems Survey 审计报告.
The goal of this survey is two-fold: (i) to present recent advances on adversarial machine learning (AML) for the security of RS (i.e., attacking and defense recommendation models), (ii) to show another successful application of AML in generative adversarial networks (GANs) for generative applications, thanks to their ability for learning (high-dimensional) data distributions. In this survey, we provide an exhaustive literature review of 74 articles published in major RS and ML journals and conferences. This review serves as a reference for the RS community, working on the security of RS or on generative models using GANs to improve their quality.
OpenAgentSkill 信任评分
OpenAgentSkill 信任评分
Trust Score 帮助 Agent 在安装前判断一个 Skill 是否足以进入候选清单。
GitHub 采用度
信息62
165 个 GitHub Stars
Star/Fork 活跃度
警告57
165 个 Star,32 个 Fork; 当前元数据中没有议题活跃度信息
近期维护
失败22
距上次推送 5 年
许可证清晰度
警告42
未知
README/SKILL.md 完整度
通过90
元数据包含足够的用法与工作流上下文
依赖与运行时风险
通过90
公开元数据中未发现主要依赖风险提示
安装可用性
通过92
npx skills add sisinflab/adversarial-recommender-systems-survey
安装命令安全性
通过92
标准软件包或运行时安装路径
权限范围
通过86
文件系统或文档访问
仓库证据
通过86
https://github.com/sisinflab/adversarial-recommender-systems-survey
审查状态
通过88
可用 AI 审查数据
Agent 验证结果
信息54
暂未有 Agent 结果数据
检查项
安装与采用审查
安装路径
92
npx skills add sisinflab/adversarial-recommender-systems-survey
仓库
88
https://github.com/sisinflab/adversarial-recommender-systems-survey
许可证
45
未知
维护
20
距上次推送 5 年
AI 审查
88
Approved with no listed issues
README/SKILL.md 完整度
90
Usable description available
依赖风险
90
公开元数据中未发现主要依赖风险提示
安装命令安全性
92
标准软件包或运行时安装路径
权限范围
86
文件系统或文档访问
Star/Fork 活跃度
57
165 个 Star,32 个 Fork; 当前元数据中没有议题活跃度信息
采用度
68
165 个 GitHub Stars
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
警告
- 许可证不清晰
- Repository appears stale
- Financial research output is not financial advice; require human review before any live investment decision
- Repository looks stale
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Stars/forks activity: 165 stars, 32 forks; issue activity unavailable in current metadata
- Recent maintenance: 5y since push
- License clarity: Unknown
方法
本报告综合公开元数据、AI 审查输出、仓库活跃度、安装就绪度、OpenAgentSkill 事件、质量评分、信任检查和 Agent 安全门槛;它不是完整的源代码安全审计。
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