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SIG Introduction
Trusted AI SIG focus on models and data trust technology in the field of artificial intelligence, mainly including the following directions:
:
- AI Model's robustness and reliability: Adversarial samples, adversarial training, explainable AI, data concept drift detection and model fault injection.
- Privacy protection: Differential privacy training, federated learning, data masking, privacy-leakage evaluation.
- Model deployment security: Model encryption and model obfuscation.
SIG code repositories
SIG maintainers
Responsible for running SIG daily activities, formulating the development map of SIG members and the management of coding projects.
Goals of 2022
1, Publish 5 more features of privacy protection, model security and models' robustness improvement.
2, Develop 5 more Contributors/Committers.
SIG Activities
1, Online technology sharing
Time: irregular, once every 1-2 months, which can be viewed in "Recent Events Preview"
Main contents: explain MindSpore's feature, technology review, paper sharing, etc
Shared by: SIG internal members, industry experts, professors, etc
2, Technical research
Time: once a quarter
Main content: publish the papers to be investigated, which SIG members will receive and share at the regular meeting
Responsible persons: Maintainers and Committers are responsible for collecting the list of papers.
3, Publish coding projects
Time: once a quarter
Person in charge：Maintainers、Committers
4, Weekly meeting
Time: notify in SIG's WeChat group
Contents of the regular meeting: 1) synchronize the progress of development tasks; 2) SIG members' papers sharing; 3) skill empowerment for SIG members
Task claim: https://gitee.com/mindspore/community/issues/I557F6
Person in charge: Maintainers and Committers organize in turn
5, Promotions
Time: once every half a year
Content: select Committers and Maintainers
Person in charge: Maintainers
SIG members description
The membership of the Trusted AI SIG includes Contributors, Committers, and Maintainers, and is recorded in the members list. The description and application conditions of each role are as follows:
Contributors
- An active contributor to SIG, participating in SIG's daily activities, project development and other activities. Responsible for reviewing the PR (pull requests) of the code repository.
- Application conditions: Have been participated in SIG's activities for at least two times, and have reviewed at least two PRs of the MindSpore main warehouse or MindArmour warehouse, and the total number of comments in the PR is greater than 10.
Committers
- Committer of the SIG code repository, who has the permission to merge code repository PRs.
- Application conditions: As a Contributors, and have merged at least five PRs to SIG code repository.
Maintainers
- Responsible for SIG's technical research direction and activity organizations.
- Application conditions: As a Committer and have passed the Maintainers qualification review (the organization will be organized after someone applies for it).
Application Method
- Fork Community repository.
- Submit a PR. Add your Gitee Home link, name (real name is not required), email address and interested directions for registering Gitee to the sig_members. Add proof of application, such as reviewed PRs and merged PRs, to the PR description. After the PR is submitted, Maintainers will review the PR.