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Missing slides

Geschrieben am 29.07.24 von Lea Schönherr

Hi everyone,

thank you to those who have already sent their slide. Unfortunately, there are still a few missing slides missing. Please send me your slides by tomorrow.

Best regards,

Lea Schönherr

Proseminar Evaluation Link (Reminder)

Geschrieben am 16.07.24 von Lea Schönherr

Hi everyone,

A friendly reminder that today is the last chance to fill out the evaluation for the seminar

 https://qualis.uni-saarland.de/eva/?l=150426&p=citbh1

Thank you to everyone who already did it.

Lea Schönherr

Prosemniar evaluation link

Geschrieben am 10.07.24 von Lea Schönherr

Hi everyone,

I noticed that the evaluation link will only be valid until July 17th.
Please fill out the evaluation to help me improve the seminar in the future : )

It will only take a few minutes and your help is much… Weiterlesen

Hi everyone,

I noticed that the evaluation link will only be valid until July 17th.
Please fill out the evaluation to help me improve the seminar in the future : )

It will only take a few minutes and your help is much appreciated.

 https://qualis.uni-saarland.de/eva/?l=150426&p=citbh1

Thank you,

Lea Schönherr

 

Online seminar this week (02.07)

Geschrieben am 02.07.24 von Jonathan Evertz

Hey Everyone,
Just as a reminder: we will have an online version of our seminar via Zoom today: https://cispa-de.zoom-x.de/j/69396244741?pwd=VnE0ZkI2M1JhejJZWXU0ZGtCeW0rQT09

See you later,
Jonathan

New Schedule

Geschrieben am 11.06.24 von Lea Schönherr

Hi everyone,

I have also uploaded the new schedule in the material section (unfritunely I can not attach it here) https://cms.cispa.saarland/tgml/dl/6/Updated_Schedule.pdf

Best regards,

Lea Schönherr

 

 

Online seminar this week (11.06)

Geschrieben am 11.06.24 von Jonathan Evertz

Hey everyone,
as previously mentioned we will have an online version of our seminar via Zoom today: https://cispa-de.zoom-x.de/j/69396244741?pwd=VnE0ZkI2M1JhejJZWXU0ZGtCeW0rQT09

See you later,
Jonathan

Seminar canceled this week (28.05)

Geschrieben am 28.05.24 von Jonathan Evertz

Hey everyone!
We sadly have to skip this week's seminar due to sickness of both our presenters.
We will continue with the normal schedule next week (dry-runs topic 7 & 8) and will decide later on if we have enough time to repeat the dry-runs for the topics 3, 5, and 6.

Have a nice week,
Jonathan

Next week (May 21th)

Geschrieben am 16.05.24 von Lea Schönherr

Hi everyone,

as already mentioned this week, next week we will have an online version of the seminar via Zoom: https://cispa-de.zoom-x.de/j/69396244741?pwd=VnE0ZkI2M1JhejJZWXU0ZGtCeW0rQT09

Best regards,

Lea Schönherr

LSF Registration

Geschrieben am 03.05.24 von Lea Schönherr

Hi everyone,

the LSF registration should now be open. You have time until May 28 to register. Please make sure to not miss the deadline.

Best regards,

Lea Schönherr

Topic Assignment

Geschrieben am 02.05.24 von Lea Schönherr

Hi everyone,

I just uploaded the slides from this week that also includes the topic assignments. Also, the material section should now contain the templates for the presentation.

Best regards,
Lea Schönherr

Kick-off slides

Geschrieben am 23.04.24 von Lea Schönherr

Hi everyone,

I just uploaded the first slide deck. Do not forget to indicate your preferred topic year until next Monday: https://simpleassign.com/poll/-Nw4_jkXyn_h8nFy92vd

Best regards,

Lea Schönherr

Show all

Trustworthy Generative Machine Learning

Seminar Description

Generative machine learning for different domains has become more and more prevalent in our daily lives. This includes text generation using ChatGPT, image and video generation using diffusion-model-based methods, and audio and voice cloning. However, all these models are vulnerable to issues like training data memorization, misalignment, and prompt injection.

In this seminar, you will work on specified topics that cover explanations of recent generative models and specialized attack vectors and their countermeasures. 

Organization

The seminar is structured into two parts.

  • One dry run presentation on your specific topic where you will get feedback from the lecturer and all seminar participants
  • The graded presentation at the end of the semester

Everyone must attend 19 out of 24 presentations. The seminar will take place every Tuesday from 2.15 pm until 3.45pm (room TBA)

Presentation

Every one will be assigned a topic for which you will read the current research and prepare a comprehensive presentation of 25 minutes. We will have the following topics:

  • Topic 1: Generative adversarial networks (GANs)
    • https://chitranshs.medium.com/learning-gans-the-right-way-4859d94e2e71
    • https://jonathan-hui.medium.com/gan-gan-series-2d279f906e7b
  • Topic 2: Image Generative Models
    • https://medium.com/@dev.n/understanding-image-generation-with-diffusion-78eea7e7d6f8
    • https://medium.com/@zaiinn440/how-openais-dall-e-works-da24ac6c12fa
  • Topic 3: Audio Generative Models
    • https://research.google/blog/audiolm-a-language-modeling-approach-to-audio-generation/
    • https://ai.meta.com/blog/voicebox-generative-ai-model-speech/
  • Topic 4: Text Generative Models
    • https://huggingface.co/tasks/text-generation
    • http://jalammar.github.io/illustrated-transformer/
  • Topic 5: Generative Models in Tools
    • https://brilliant.xyz/
    • https://www.chatpdf.com/
    • https://www.adobe.com/products/photoshop/ai.html
  • Topic 6:  Generative Models and Copyright
    • https://hbr.org/2023/04/generative-ai-has-an-intellectual-property-problem
    • https://edition.cnn.com/2023/08/12/tech/ai-images-photos-protection/index.html
    • https://blog.unlimitedgpt.co/2023/05/glaze-may-be-the-last-hope-for-artists-against-ai.html
  • Topic 7: Misuse of Generative Models
    • https://hackernoon.com/the-dangers-of-deepfake-technology-exploring-the-potential-risks-of-ai-generated-videos-and-images
    • https://www.sora-video.ai/blog/exploring-the-capabilities-and-limitations-of-current-ai-video-generation-technologies
    • https://abcnews.go.com/US/real-worry-ai-making-harder-spot-fake-images/story?id=98188795
  • Topic 8: Fake Media Detection 
    • https://wires.onlinelibrary.wiley.com/doi/full/10.1002/widm.1520
    • https://www.edps.europa.eu/data-protection/technology-monitoring/techsonar/deepfake-detection_en
  • Topic 9: Watermarking
    • https://huggingface.co/blog/watermarking
    • https://www.europarl.europa.eu/RegData/etudes/BRIE/2023/757583/EPRS_BRI(2023)757583_EN.pdf
  • Topic 10: Alignment Attacks
    • https://www.alignmentforum.org/posts/JqnkeqaPseTgxLgEL/conditioning-generative-models-for-alignment
    • https://research.ibm.com/blog/what-is-red-teaming-gen-AI
  • Topic 11: Prompt Injection
    • https://embracethered.com/blog/posts/2023/chatgpt-webpilot-data-exfil-via-markdown-injection/
    • https://csrc.nist.gov/pubs/ai/100/2/e2023/final (Chapter 3.3+3.4)
    • https://learnprompting.org/docs/prompt_hacking/injection
  • Topic 12: LLM Defenses for Generative Model Attacks
    • https://arxiv.org/abs/2306.05499
    • https://learnprompting.org/docs/prompt_hacking/defensive_measures/overview

 

Schedule

The seminar will take place in E9.1, 0.07

  • Apr 23: Kick-off 
  • Apr 30: Topic assignment, Introduction to how to present
  • May 7: no Seminar (time to prepare the presentation)
  • May 14: 
    • Dry run topic 1
    • Dry run topic 2
  • May 21: 
    • ​​​​Dry run topic 3
    • Dry run topic 4
  • Jun 4: 
    • Dry run topic 7
    • Dry run topic 8
  • Jun 11: 
    • Dry run topic 9
    • Dry run topic 10
  • Jun 18: 
    • Dry run topic 11
    • Dry run topic 12
  • Jun 25: 
    • Dry run topic 3
    • Dry run topic 5
    • Dry run topic 6
  • Jul 2: 
    • Final presentation topic 1
    • Final presentation topic 2
    • Final presentation topic 4 
  • Jul 9: 
    • Final presentation topic 7
    • Final presentation topic 8
    • Final presentation topic 3 
  • Jul 16: 
    • Final presentation topic 9
    • Final presentation topic 10
    • Final presentation topic 5 
  • Jul 23 (via Zoom): 
    • Final presentation topic 11
    • Final presentation topic 12
    • Final presentation topic 6
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