本综述目标有二：(i) 综述对抗机器学习（AML）在推荐系统（RS）安全上的最新进展，即攻击与防御推荐模型；(ii) 展示 AML 在生成对抗网络（GAN）生成应用中的成功应用，得益于其学习（高维）数据分布的能力。本文对发表于主流 RS 与 ML 期刊会议的 74 篇文献进行了详尽综述，可作为 RS 社区在推荐系统安全及利用 GAN 提升生成模型质量方面的参考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.
仓库/Skill 库
1448 个 · 学术写作
Semantic Scholar API 的 FastMCP 服务器实现，提供学术论文数据、作者信息及引用网络的全面访问。A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
适用于 Claude Code 的 Skill，去除学术医学论文中的 AI 生成痕迹，使文本更自然、更具专业写作风格A Claude Code skill that removes signs of AI-generated writing from academic medical papers, making them sound more natural and professionally written.
深度学习与 EEG 系统文献综述的补充材料Supplementary material for systematic literature review on deep learning and EEG.
AI 写作模式检测与改写工具。覆盖 53 种模式、5 种语气风格，提供 0–100 AI 痕迹评分。纯 Markdown 实现，零依赖AI writing pattern detector and rewriter. 53 patterns, 5 voices, 0-100 AI-tell score. Pure Markdown, zero dependencies.
AI驱动的多媒体内容生产skills集合：document-writer（写作）、illustration-generator（配图）、ppt-generator（PPT风格）、podcast-generator（TTS）、remoti on-dev（视频制作）、twitter-crawler（推文爬取）、markdown-illustrator（Markdown配图）、comic-generator（漫画生成）、media-downloader（媒体下载）、tts-script-generator（TTS脚本）、md-t o-pdf（文档转换）、wechat-formatter（微信格式化）、humanizer-zh（中文人性化）、shared-lib（核心API库）
使用 AI 的系统文献综述（SLR）借助人工智能技术，自动加速海量学术文献的审阅与综合过程Systematic Literature Review (SLR) using AI involves leveraging artificial intelligence techniques to automate and expedite the process of reviewing and synthesizing large volumes of scholarly literature.
📚 PaperFlow：动态个性化的科学论文推荐、阅读与报告生成📚 PaperFlow: Dynamic personalized scientific-paper recommendation, reading, and reporting
基于协程Swoole的Task组件，支持多种模式。轻松实现协程Task的队列、并发、Defer、计时器等 | Swoole coroutine task kit - Swoole Humanization Library
该 Web 应用基于 OpenAlex（OA）、Semantic Scholar（S2）与 Crossref（CR）的元数据，结合本地引文网络，辅助科研人员开展文献综述This web app aims to help scientists with their literature review using metadata from OpenAlex (OA), Semantic Scholar (S2) and Crossref (CR) in local citation networks.
303 份 AI/LLM 中文讲义，支持在线阅读、PDF 下载和 LaTeX 源码查看 | Stanford CS336/CS224R/CS25 | Berkeley LLM Agents | Agent 工程实践
Obsidian.md 是一款专为学术写作打造的出色笔记应用。本仓库是"使用 AI 进行系统文献综述"研讨会活动的组成部分。Obsidian.md stands out as an exceptional note-taking application tailored specifically for academic writing. This repository is part of the activities for the Systematic Literature Review using AI workshop.
面向 AI Agent（Claude Code、Codex、OpenClaw、Hermes）的 Skill：清除俄语文本中的 37 类 AI 生成痕迹（官腔、ChatGPT 套话、复制粘贴残留），并检测文本是否由 AI 生成。俄语 AI 文本人性化与检测 Skill，专为编程 Agent 设计Skill для AI-агентов (Claude Code, Codex, OpenClaw, Hermes): убирает 37 признаков AI-генерации из русского текста и проверяет, писала ли его нейросеть - канцелярит, штампы ChatGPT, артефакты копипаста | Russian AI-text humanizer & detector skill for coding agents
一个全栈 AI 驱动应用，自动抓取、摘要、聚类并格式化研究论文为结构化文献综述——为研究者节省大量人工时间。A full-stack AI-powered application that automatically fetches, summarizes, clusters, and formats research papers into a structured literature review — saving researchers hours of manual effort.
由 Claude Code 驱动的端到端元分析自动化：AI 辅助文献综述、筛选、提取、分析与稿件生成，面向系统综述和临床证据合成。Claude Code-powered end-to-end meta-analysis automation: AI-assisted literature review, screening, extraction, analysis, and manuscript generation for systematic reviews and clinical evidence synthesis
PowerShell Humanizer 封装 Humanizer 库：满足 .NET 环境下字符串、枚举、日期、时间、时间段、数字与数量的处理与展示需求PowerShell Humanizer wraps Humanizer: meets all your .NET needs for manipulating and displaying strings, enums, dates, times, timespans, numbers and quantities
面向 Overleaf 的 AI 驱动引用搜索与论文审阅 Chrome 扩展插件。类似 Google Scholar，但内置于 Overleaf 中。同时兼容 OpenAI Prism 和 Opera。AI-powered citation search & paper review for Overleaf — Chrome extension. Think Google Scholar but inside Overleaf. Also works with OpenAI Prism, & Opera.
Review Helper 是一款 AI 工具，帮助研究者快速摘要、整理和评估学术论文。它通过自动化关键任务来简化文献综述流程，使研究更高效、更准确。Review Helper is an AI tool that helps researchers quickly summarize, organize, and evaluate academic papers. It streamlines literature reviews by automating key tasks, making research more efficient and accurate.
Humansize——用于人性化展示文件大小的灵活 Rust crateHumansize - A flexible crate for humanizing file sizes
针对给定查询进行网页爬取以获取文章，返回包含标题、摘要、DOI 和参考文献的电子表格。Web scraping to get articles for a given query. It returns an spreadsheet with titles, abstracts, doi and references of the article
litsearchr 是一个 R 包，利用关键词共现网络部分自动化系统综述的检索词选择，除识别检索词外，还能编写布尔检索式并翻译为 50 余种语言。litsearchr is an R package to partially automate search term selection for systematic reviews using keyword co-occurrence networks. In addition to identifying search terms, it can write Boolean searches and translate them into over 50 languages.
基于 LangGraph 的 Agent，支持文献检索、证据筛选、大纲生成以及基于证据的综述撰写。A LangGraph-powered agent for literature search, evidence screening, outline generation, and evidence-grounded review writing.
Agent Skills for Xiaohongshu 冷启动、定位、选题库、人格化稿件、视觉策划与审稿闭环Agent Skills for Xiaohongshu cold start, positioning, topic bank, humanized drafts, visual planning, and review loops
LatteReview Python 包的官方仓库。LatteReview 是一个低代码 Python 包，旨在通过 AI 驱动的 Agent 自动化系统文献综述流程。This is the repository for the LatteReview python package. LatteReview is a low-code Python package designed to automate systematic literature review processes through AI-powered agents.
BibTeX 文献管理工具：自动将预印本更新为已发表版本，并筛选仅保留被引用的文献。Tools for managing BibTeX bibliographies: automatically update preprints to published versions and filter to only cited references.
用于自动补全 bibtex 文献的 Python 包Python package to autocomplete bibtex bibliographies
基于定义你所在领域的论文的科研反馈Research feedback grounded in the papers that define your field
SYNERGY——系统综述研究筛选的开放机器学习数据集SYNERGY - Open machine learning dataset on study selection in systematic reviews
AI驱动的系统性学术文献回顾工具 | AI-Powered Literature Survey Tool with 8-Phase Workflow & Agent Swarm Architecture
面向学术写作、数据分析、教学与科研交流的端到端技能。End-to-end skills for academic writing, data analysis, teaching, and research communication.
Large Language Models for Software Engineering: A Systematic Literature Review（面向软件工程的大语言模型：系统文献综述）Large Language Models for Software Engineering: A Systematic Literature Review
综述论文"A Systematic Review of Deep Learning-based Research on Radiology Report Generation"的官方 GitHub 仓库The official GitHub repository of the survey paper "A Systematic Review of Deep Learning-based Research on Radiology Report Generation".