{"id":13684846,"url":"https://github.com/oasiszrz/awesome-AISecOps","last_synced_at":"2025-05-01T00:33:24.421Z","repository":{"id":204573429,"uuid":"435360772","full_name":"oasiszrz/awesome-AISecOps","owner":"oasiszrz","description":"This repository contains a curated list of awesome resources related to AISecOps.","archived":false,"fork":false,"pushed_at":"2021-12-06T04:36:17.000Z","size":2,"stargazers_count":12,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-11-02T04:02:17.283Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/oasiszrz.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2021-12-06T04:34:24.000Z","updated_at":"2024-04-06T06:32:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"b2853d78-8268-4ae3-a684-fad53260f935","html_url":"https://github.com/oasiszrz/awesome-AISecOps","commit_stats":null,"previous_names":["oasiszrz/awesome-aisecops"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oasiszrz%2Fawesome-AISecOps","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oasiszrz%2Fawesome-AISecOps/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oasiszrz%2Fawesome-AISecOps/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oasiszrz%2Fawesome-AISecOps/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/oasiszrz","download_url":"https://codeload.github.com/oasiszrz/awesome-AISecOps/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224230636,"owners_count":17277372,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-02T14:00:39.656Z","updated_at":"2024-11-12T06:30:43.814Z","avatar_url":"https://github.com/oasiszrz.png","language":null,"funding_links":[],"categories":["Controls Guidelines","Other awesome AI lists"],"sub_categories":[],"readme":"# awesome-AISecOps\nAISecOps is an interdiscipline of SecOps (Security Operations), AISec (AI for Security) and AIOps (AI for IT Operations) technologies. This repository contains a curated list of awesome resources related to AISecOps, enjoy it!\n\n- [Table of Contents](#awesome-aisecops)\n    - [SecOps](#secops)\n        - [Papers on SecOps](#papers-on-secops)\n        - [Reports and Presentations on SecOps](#reports-and-presentations-on-secops)\n            - [Surveys](#surveys)\n            - [Metrics](#metrics)\n        - [Frameworks for SecOps](#frameworks-for-secops)\n        - [Blogs on SecOps](#blogs-on-secops)\n    - [AISec](#aISec)\n        - [Papers on AISec](#papers-on-aisec)\n            - [Reviews](#reviews)\n            - [Network Traffic Analysis](#network-traffic-analysis)\n            - [Anomaly Detection](#anomaly-detection)\n            - [Community Detection](#community-detection)\n        - [Tools for AISec](#tools-for-aisec)\n        - [Awesome projects on AISec](#awesome-projects-on-aisec)\n    - [AIOps](#aiops)\n        - [Papers on AIOps](#papers-on-aiops)\n        - [Researchers and Teams on AIOps](#researchers-and-teams-on-aiops)\n        - [Awesome projects on AIOps](#awesome-projects-on-aiops)\n\n---\n\n## SecOps\n* ### Papers on SecOps\n    * [Matched and Mismatched SOCs: A Qualitative Study on Security Operations Center Issues, CCS 2019](https://dl.acm.org/doi/10.1145/3319535.3354239) \n    * [99% false positives: A qualitative study of SOC analysts' perspectives on security alarms, USENIX 2022](https://www.usenix.org/system/files/sec22summer_alahmadi.pdf)\n    * [Security Operations Center: A Systematic Study and Open Challenges, IEEE ACCESS 2020](https://ieeexplore.ieee.org/iel7/6287639/8948470/09296846.pdf)\n\n* ### Reports and Presentations on SecOps\n    * #### Surveys\n        * [SANS 2021 Automation and Integration Survey](https://www.sans.org/white-papers/sans-2021-automation-integration-survey-first-we-walked-now-we-run-but-should-we/)\n        * [Hype Cycle for Security Operations 2021](https://www.gartner.com/en/doc/security-operations)\n    * #### Metrics\n        * [Your Metrics Suck!5 SecOps Metrics That Are Better Than MTTR, RSA 2021](https://www.rsaconference.com/Library/presentation/USA/2021/your-metrics-suck-5-secops-metrics-that-are-better-than-mttr)\n* ### Frameworks for SecOps\n    * [ATT\u0026CK](https://attack.mitre.org/): tactic and technique modeling on adversarial behaviors.\n    * [ENGAGE](https://engage.mitre.org/): a framework for discussing and planning adversary engagement, deception, and denial activities.\n    * [IACD](https://www.iacdautomate.org/): a framework facilitate the integration, automation, orchestration and sharing of machine-readable cyber threat information.\n    * [CARTA](https://www.gartner.com/teamsiteanalytics/servePDF?g=/imagesrv/media-products/pdf/Forcepoint/Forcepoint-1-4YCDU8P.pdf): the Continuous Adaptive Risk and Trust Assessment framework for enterprise level risk and trust management.\n* ### Blogs on SecOps\n    * [ATT\u0026CK News](https://medium.com/mitre-attack)\n\n## AISec\n* ### Papers on AISec\n    * #### Reviews\n        * [Dos and Don'ts of Machine Learning in Computer Security, USENIX 2022](https://arxiv.org/pdf/2010.09470)\n    * #### Network Traffic Analysis\n        * [HAST-IDS: Learning Hierarchical Spatial-Temporal Features Using Deep Neural Networks to Improve Intrusion Detection, IEEE ACCESS](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8171733)\n        * [Locate-Then-Detect: Real-time Web Attack Detection via Attention-based Deep Neural Networks, IJCAI 2019](https://www.ijcai.org/proceedings/2019/0656.pdf)\n    * #### Anomaly Detection\n        * [DeepLog: Anomaly Detection and Diagnosis from System Logs Through Deep Learning, CCS 2017](https://www.cs.utah.edu/~lifeifei/papers/deeplog.pdf)\n        * [Kitsune: An Ensemble of Autoencoders for Online Network Intrusion Detection, NDSS 2018](https://arxiv.org/pdf/1802.09089)\n    * #### Community Detection\n        * [HERCULE: Attack Story Reconstruction via Community Discovery on Correlated Log Graph, ACSAC 2016](https://www.cs.purdue.edu/homes/dxu/pubs/HERCULE.pdf)\n\n* ### Tools for AISec\n    * [DeepTraffic](https://github.com/echowei/DeepTraffic): deep learning demo for network traffic analysis.\n\n* ### Awesome projects on AISec\n    * [Awesome Machine Learning for Cyber Security](https://github.com/jivoi/awesome-ml-for-cybersecurity)\n    * [Machine Learning for Cyber Security](https://github.com/wtsxDev/Machine-Learning-for-Cyber-Security)\n\n## AIOps\n* ### Papers on AIOps\n    * [Automatically and Adaptively Identifying Severe Alerts for Online Service Systems, INFOCOM 2020](https://netman.aiops.org/wp-content/uploads/2020/07/alertrank_camera-ready.pdf)\n    * [Understanding and Handling Alert Storm for Online Service Systems, ICSE 2020](https://netman.aiops.org/wp-content/uploads/2020/07/SEIP20_pre.pdf)\n    * [Real-Time Incident Prediction for Online Service Systems, ESEC 2020](https://netman.aiops.org/wp-content/uploads/2020/12/%E8%B5%B5%E8%83%BD%E6%96%87eWarn_long.pdf)\n\n* ### Researchers and Teams on AIOps\n    * [TSINGHUA NETMAN LAB](https://netman.aiops.org/)\n\n* ### Awesome projects on AIOps\n    * [Awesome AIOps](https://github.com/linjinjin123/awesome-AIOps)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foasiszrz%2Fawesome-AISecOps","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foasiszrz%2Fawesome-AISecOps","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foasiszrz%2Fawesome-AISecOps/lists"}