Conveners
Artificial Intelligence
- Peter Levai (WIGNER RCP)
Artificial Intelligence
- Gergely Barnafoldi (Wigner RCP RMI of the Hungarian Academy of Sciences)
Mainstream artificial intelligence (AI) solutions, while achieving considerable success in areas such as classification, generation, and natural language understanding, still face several notorious, long-standing challenges. These include unexpected classification errors, hallucinations in generative models, and catastrophic forgetting, among others.
Addressing these issues requires...
Large language models (LLMs) face challenges with complex
probabilistic, causal, and counterfactual reasoning, yet they
demonstrate promising capabilities in the automated construction of both
qualitative and quantitative probabilistic and causal models. This talk
provides an overview of current benchmarks for causal reasoning in LLMs,
methods for extracting knowledge from LLMs,...
