7 citations · 7 across the 3 of their papers we have counts for
4 papers
Compression Through Time: An Interplay of Separability, Stationarity and Capacity
Nikolaus Kopp, Franz Pernkopf, Bernhard Geiger
Information-theoretic and geometric compression have been widely studied as possible explanations for generalization. Yet their temporal dynamics in recurrent networks remain large…
Notation Matters: A Benchmark Study of Token-Optimized Formats in Agentic AI Systems
Lorenz Kutschka, Bernhard Geiger
Large language models in Agentic AI systems consume tool schemas and execution results and emit tool invocations as structured data. The default language for that exchange, JSON, w…
Information Plane Analysis of Binary Neural Networks
Maximilian Nothnagel, Bernhard C. Geiger
Information plane (IP) analysis has been suggested to study the training dynamics of deep neural networks through mutual information (MI) between inputs, representations, and targe…
Software in the natural world: A computational approach to hierarchical emergence
Fernando E. Rosas, Bernhard C. Geiger, Andrea I Luppi +4
Understanding the functional architecture of complex systems is crucial to illuminate their inner workings and enable effective methods for their prediction and control. Recent adv…