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Opportunities and Risks of Large Language Models and Foundation Model
The advent of Large Language Models (e.g. ChatGPT) and other foundation models (e.g. stable diffusion) has and will continue to change the way to AI/ML applications are developed and deployed.
On the one hand, these models show unprecedented performance and can often be adapted to new tasks with little effort. In particular, large language models like ChatGPT have the potential to change the way we implement and deploy functionality.
On the other hand, these models raise several questions related to safety, security and general aspects of trustworthiness, that urgently need to be addressed to comply with our high expectations for future AI systems.
Therefore, this seminar will investigate aspects of trustworthiness, security, safety, privacy, robustness, and intellectual property.
This is a lecture in the context of the ELSA - European Lighthouse on Secure and Safe AI: https://elsa-ai.eu
Date and time need to be confirmed. Tentatively, the seminar is scheduled for Tuesday's 8:30am to 10am.
| June 4th | 170104016 | 2.2 CapabilitiesAreDifficulttoEstimateandUnderstand |
| June 4th | 7048112 | 2.3 Effects of Scale on Capabilities Are Not Well-Characterized |
| June 11th | 7026710 | 2.4 Qualitative Understanding of Reasoning Capabilities Is Lacking |
| June 11th | 7047907 | 3.2 Finetuning Methods Struggle to Assure Alignment and Safety |
| June 18th | 7057874 | 3.4 Tools for Interpreting or Explaining LLM Behavior Are Absent or Lack Faith- fulness |
| June 18th | 7057356 | 3.5 Jailbreaks and Prompt Injections Threaten Security of LLMs |
| July 9th | 7056005 | 4.1 ValuestoBeEncodedwithinLLMsAreNotClear |
| July 9th | 7022885 | 4.2 Dual-Use Capabilities Enable Malicious Use and Misuse of LLMs |
| July 16th | 7062138 | 4.3 LLM-SystemsCanBeUntrustworthy |
Video recording of kick-off session
Literature and Resources:
Foundational Challenges in Assuring Alignment and Safety of Large Language Models