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issues/2023-03-31.1.pr.merged.md

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# [\#1 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/1) `merged`: Merge: local changes to project site
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-03-31 00:17](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/1):
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issues/2023-04-27.2.issue.open.md

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# [\#2 Issue](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/2) `open`: fix: merge review from @robvanderveer
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**Labels**: `issues/triage`
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-04-27 10:07](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/2):
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the following is an initial review taken from Slack logs: https://owasp.slack.com/archives/C04PESBUWRZ/p1677192099712519
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by @robvanderveer
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---
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Dear all,
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I did a first scan through the list to mainly look at taxonomy. Here are my remarks.
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1.
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ML01
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In 'literature' the term ‘adversarial’ is often used for input manipulation attacks, but also for data poisoning, model extraction etc. Therefore in order to avoid confusion it is probably better to rename the ML01 adversarial attack entry to input manipulation?
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2.
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It is worth considering to add ‘model evasion’ aka black box input manipulation to your top 10? Or do you prefer to have one entry for input manipulation all together?
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3.
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ML03
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It is not clear to me how scenarios 1 and 2 work. I must be missing something. Usually model inversion is explained by manipulating synthesized faces until the algorithm behaves like it recognizes the face.
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ML04
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It is not clear to me how scenario 1 works.
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Standard methods against overtraining are missing form the ‘how to prevent’ part. Instead the advice is to reduce the training set size - which typically increases the overfitting problem.
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5
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ML05
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Model stealing describes a scenario where an attacker steals model parameters, but generally this attack takes place by ways of black box: gathering input-output pairs and training a new model on it.
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ML07
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I don’t understand exactly how the presented scenario should work. I do know about the scenario where a pre-trained model was obtained that has been altered by an attacker. This matches the description.
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ML08
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Isn’t model skewing the same as data poisoning? If there’s a difference, to me they are not apparent from the scenario and description.
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ML10 is called Neural net reprogramming but I guess the attack of changing parameters will work on any type of algorithm - not just neural networks. The description also mentions changing the training data, but perhaps that is better left out to avoid confusion with data poisoning?
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issues/2023-05-22.3.pr.closed.md

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# [\#3 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/3) `closed`: Fix: Add metadata for UI aesthetics
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#### <img src="https://avatars.githubusercontent.com/u/49409979?v=4" width="50">[msnishanth9001](https://github.com/msnishanth9001) opened issue at [2023-05-22 11:25](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/3):
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> Fixed UI aesthetic.
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> Fixed Table Layout for ML01 Scenario.
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#### <img src="https://avatars.githubusercontent.com/u/25385987?u=7cdade85961090394618858dfe721238d54373cd&v=4" width="50">[sagarbhure](https://github.com/sagarbhure) commented at [2023-05-22 11:36](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/3#issuecomment-1557060430):
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Please add description, in regard with the files changed
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#### <img src="https://avatars.githubusercontent.com/u/49409979?v=4" width="50">[msnishanth9001](https://github.com/msnishanth9001) commented at [2023-05-22 11:41](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/3#issuecomment-1557067071):
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[deployment link](https://msnishanth9001.github.io/www-project-machine-learning-security-top-10/)
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) commented at [2023-05-22 15:23](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/3#issuecomment-1557419819):
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closing. fixed frontmatter errors in #5
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issues/2023-05-22.4.pr.closed.md

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# [\#4 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/4) `closed`: Fix: UI
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-05-22 14:58](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/4):
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issues/2023-05-22.5.pr.merged.md

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# [\#5 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/5) `merged`: Merge: mnishant9001/fix-ui
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-05-22 15:22](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/5):
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issues/2023-05-23.6.pr.merged.md

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# [\#6 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/6) `merged`: Fix status/level
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#### <img src="https://avatars.githubusercontent.com/u/7570458?u=99aab88b4dbb4e090e347810ccdb8b6c11e4d65a&v=4" width="50">[kingthorin](https://github.com/kingthorin) opened issue at [2023-05-23 18:43](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/6):
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Per https://owasp.org/migration/#indexmd
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) commented at [2023-05-24 02:20](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/6#issuecomment-1560366797):
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thank you @kingthorin
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# [\#7 Issue](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/7) `closed`: [Fortnightly] Working Group Meeting - 2023-Jul-20
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**Labels**: `meeting`
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-07-20 07:34](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/7):
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## Date:
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2023-Jul-20 06:00 UTC (11:30 Hyderabad, 16:00 Melbourne)
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Attendees:
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- Alejandro Saucedo
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- John Sotiropoulos
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- Sagar Bhure
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- Shain Singh
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## Notes:
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- Discuss project reboot, historical information on the project
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- Agreement on setting up cadence and getting project information in order
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- project charter
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- defined goals
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- create sprints and roadmap to keep momentum and attract regular and new contributors
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- information on how to contribute
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## Action Items:
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- setup regular meeting
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- create documentation/wiki to get project charter and other documentation created
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) commented at [2023-07-24 08:50](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/7#issuecomment-1647487420):
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Related:
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- #9
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- #10
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- #12
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- #13
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) commented at [2023-07-24 08:51](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/7#issuecomment-1647489266):
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meeting created, details at: https://github.com/OWASP/www-project-machine-learning-security-top-10/wiki/Meetings
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# [\#10 Issue](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/10) `closed`: create issue templates
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**Labels**: `issues/admin`
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-07-23 23:33](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/10):
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- [ ] create template for new issues
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- [ ] create template for pull requests
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issues/2023-07-23.11.pr.merged.md

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# [\#11 PR](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/11) `merged`: fix typo in ML07_2023-Transfer_Learning_Attack
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**Labels**: `fix/typo`
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-07-23 23:44](https://github.com/OWASP/www-project-machine-learning-security-top-10/pull/11):
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# [\#12 Issue](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/12) `closed`: create project charter
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**Labels**: `issues/admin`
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) opened issue at [2023-07-23 23:55](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/12):
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- [x] define scope and objectives of the project
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#### <img src="https://avatars.githubusercontent.com/u/412800?v=4" width="50">[shsingh](https://github.com/shsingh) commented at [2023-07-24 08:10](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/12#issuecomment-1647422589):
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existing commit version of Charter.md in this PR is also 'mirrored' to the Wiki: https://github.com/OWASP/www-project-machine-learning-security-top-10/wiki/Charter
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