Cryptanalyzing LLMs with Nicholas Carlini

Security Cryptography Whatever

#Tech #Deirdre Connolly, Thomas Ptacek, David Adrian #David Adrian #Deirdre Connolly #Thomas Ptacek #Security #Cryptography #Whatever #Science #Math #News #Tech News

32:17

Jay is more than just the host of All About Change podcast. He is a lawyer and international activist, who has focused his life’s work on seeking social justice by advocating for the rights of people with disabilities worldwide. On the special episode of All About Change, Mijon Zulu, the managing producer of the "All About Change" podcast, is taking over hosting duties to interview Jay Ruderman about his new book, his activist journey, and why activism is even more important today. Episode Chapters (0:00) intro (02:38) How does one choose a cause to go after? (03:33) Jay’s path to activism (07:50) Practical steps a new activist can take (09:24) Confrontation vs trolling (17:36) Learning from activists operating in different sectors (19:20) Resilience in activism (22:24) Reflections on Find Your Fight and goodbye For video episodes, watch on www.youtube.com/@therudermanfamilyfoundation Stay in touch: X: @JayRuderman | @RudermanFdn LinkedIn: Jay Ruderman | Ruderman Family Foundation Instagram: All About Change Podcast | Ruderman Family Foundation To learn more about the podcast, visit https://allaboutchangepodcast.com/ Looking for more insights into the world of activism? Be sure to check out Jay’s brand new book, Find Your Fight , in which Jay teaches the next generation of activists and advocates how to step up and bring about lasting change. You can find Find Your Fight wherever you buy your books, and you can learn more about it at www.jayruderman.com .…

大约1年之前 1:20:42

MP3•单集首页

'Let us model our large language model as a hash function—'
Sold.
Our special guest Nicholas Carlini joins us to discuss differential cryptanalysis on LLMs and other attacks, just as the ones that made OpenAI turn off some features, hehehehe.
Watch episode on YouTube: https://youtu.be/vZ64xPI2Rc0
Transcript: https://securitycryptographywhatever.com/2025/01/28/cryptanalyzing-llms-with-nicholas-carlini/
Links:
- https://nicholas.carlini.com
- “Stealing Part of a Production Language Model”: https://arxiv.org/pdf/2403.06634
- ‘Why I attack"’: https://nicholas.carlini.com/writing/2024/why-i-attack.html
- “Cryptanalytic Extraction of Neural Network Models”, CRYPTO 2020: https://arxiv.org/abs/2003.04884
- “Stochastic Parrots”: https://dl.acm.org/doi/10.1145/3442188.3445922
- https://help.openai.com/en/articles/5247780-using-logit-bias-to-alter-token-probability-with-the-openai-api
- https://community.openai.com/t/temperature-top-p-and-top-k-for-chatbot-responses/295542
- https://opensource.org/license/mit
- https://github.com/madler/zlib
- https://ai.meta.com/blog/yann-lecun-ai-model-i-jepa/
- https://nicholas.carlini.com/writing/2024/how-i-use-ai.html
"Security Cryptography Whatever" is hosted by Deirdre Connolly (@durumcrustulum), Thomas Ptacek (@tqbf), and David Adrian (@davidcadrian)

章节

1. Mathematical Attacks on AI Security (00:00:00)

2. AI Model Extraction and Security (00:12:07)

3. Model Extraction Security Mechanism Analysis (00:16:11)

4. Model Extraction Attack Methodology Discussion (00:29:18)

5. Training Data Extraction Attack Methodology (00:39:00)

6. Data Poisoning Attacks and Defenses (00:50:59)

7. AI Security Defense Challenges and Strategies (00:59:24)

8. Exploring AI Model Capabilities (01:06:20)

9. Challenges in AI Model Security (01:15:21)

54集单集

Security Cryptography Whatever

Cryptanalyzing LLMs with Nicholas Carlini

Security Cryptography Whatever

45 subscribers

published 大约1年之前

MP3•单集首页

章节

1. Mathematical Attacks on AI Security (00:00:00)

2. AI Model Extraction and Security (00:12:07)

3. Model Extraction Security Mechanism Analysis (00:16:11)

4. Model Extraction Attack Methodology Discussion (00:29:18)

5. Training Data Extraction Attack Methodology (00:39:00)

6. Data Poisoning Attacks and Defenses (00:50:59)

7. AI Security Defense Challenges and Strategies (00:59:24)

8. Exploring AI Model Capabilities (01:06:20)

9. Challenges in AI Model Security (01:15:21)

54集单集

#Tech #Deirdre Connolly, Thomas Ptacek, David Adrian #David Adrian #Deirdre Connolly #Thomas Ptacek #Security #Cryptography #Whatever #Science #Math #News #Tech News

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