News
MLP score is available on LSFWritten on 09.08.22 by Zheng Li Dear All, The MLP score is available on LSF now, please check it. Best, Zheng. |
Zoom Link for Oral ExamWritten on 11.07.22 (last change on 11.07.22) by Xinlei He Dear all, We will use the following zoom link for your oral exam :D
Yang Zhang is inviting you to a scheduled Zoom meeting. Topic: MLP22 Oral Exam Join Zoom Meeting Dear all, We will use the following zoom link for your oral exam :D
Yang Zhang is inviting you to a scheduled Zoom meeting. Topic: MLP22 Oral Exam Join Zoom Meeting Meeting ID: 928 8496 6745 Dial by your location
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Schedule for Oral ExamWritten on 11.07.22 (last change on 11.07.22) by Xinlei He Dear all, The oral exam will happen in the next two weeks. You can mark the time slot of your oral exam via the link below: https://doodle.com/meeting/participate/id/eX69qyvb Please note that each participant should only *SELECT ONE* slot in the pool. Also, please fill in your name and… Read more Dear all, The oral exam will happen in the next two weeks. You can mark the time slot of your oral exam via the link below: https://doodle.com/meeting/participate/id/eX69qyvb Please note that each participant should only *SELECT ONE* slot in the pool. Also, please fill in your name and your email address when you book the time slot. The deadline for marking the slot is *14 Jul 2022, 11:59 PM*. If you have any questions, please feel free to ask the TAs. Best, Xinlei |
The lecture on June 6th is canceledWritten on 30.05.22 by Boyang Zhang Dear all, Since Yang is travelling for a conference next week, the lecture on 06.06 is canceled. Best, Boyang |
The lecture on May 16th starts at 1pmWritten on 15.05.22 by Zheng Li Dear all, Due to an emergent meeting of Yang, tomorrow’s lecture (May 16th) will be shortened from 1pm to 2pm. Best, Zheng.
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kick-off and chapter 1 slides available in Information materialWritten on 25.04.22 by Yang Zhang Hi all, the slides for kick-off and chapter 1 are in Information->materials. Cheers, Yang |
first lectureWritten on 10.04.22 by Yang Zhang Hi all, the first lecture will happen on April 25th. Zoom information will follow in the coming days. |
Machine Learning Privacy
Overview
This course will cover the topic of machine learning privacy
- Membership inference
- Dataset reconstruction
- Attribute inference
- Graph neural network privacy
- Contrastive learning privacy
Prerequisites
- Basic knowledge of machine learning and data mining
- Security background is not needed
Logistics
Location: Online via Zoom
Lecturers: Yang Zhang
Assistants: Zheng Li (zheng.li@cispa.de), Yugeng Liu (yugeng.liu@cispa.de), Boyang Zhang (boyang.zhang@cispa.de), Xinlei He (xinlei.he@cispa.de)
Time: Monday 12:30 - 14:00
Contact: Zheng Li (zheng.li@cispa.de)
Office hour: Tuesday, 13:30-16:30; Friday, 13:30-16:30, 3.19 (Please send emails for an appointment beforehand!)
Schedule
- April 11th, No Lecture
- April 18th, Holiday
- April 25th, Membership Inference 1
- May 2nd, Membership Inference 2
- May 9th, Membership Inference 3 + Data Reconstruction 1
- May 16th, Data Reconstruction 2
- May 23rd, Data Reconstruction 3
- May 30th, Attribute Inference 1
- June 6th, Holiday
- June 13th, Attribute Inference 2
- June 20th, GNN privacy and security (Xinlei He)
- June 27th, Contrastive learning privacy and security (Xinlei He)
- July 4th, ML-doctor (Yugeng Liu); Multi-exit privacy (Zheng Li)
- July 11th, QA
Grading
The course will be graded by 100% oral exam.