Bethge Lab

Bethge Lab is a research group at the University of Tübingen directed by Matthias Bethge, specializing in developing agentic systems that learn and adapt over time through approaches inspired by human cognition. The lab focuses on creating AI systems capable of open-ended knowledge acquisition, compositional learning, and understanding neural representations, with particular emphasis on how artificial systems can mirror human learning capabilities across multiple modalities. The group conducts research across several interconnected areas: lifelong and compositional learning to prevent catastrophic forgetting, language model agents for autonomous reasoning and scientific discovery, mechanistic interpretability of neural networks, and attention mechanisms in both humans and machines. Their work bridges neuroscience and machine learning, combining data-centric approaches with foundational models that support rapid knowledge retrieval and reuse. A key limitation is that the lab's focus remains primarily in academic research rather than providing directly accessible tools for practitioners.