3 papers
cs.LG2026
Predictive Statistics Shape Emergent World Representations of Grid Walkers
Sasha Brenner, Thomas R. Knösche, Nico Scherf
Next-token predictors often appear to develop internal representations of the latent world and its rules. The probabilistic nature of these models suggests a deep connection betwee…
cond-mat.dis-nn2023
PyRates -- A Code-Generation Tool for Dynamical Systems Modeling
Richard Gast, Thomas R. Knösche, Ann Kennedy
Mathematical models allow us to gain a deeper understanding of real-world dynamical systems. One of the most powerful mathematical frameworks for modeling real-world phenomena are…
q-bio.NC2021
Mean-field approximations of networks of spiking neurons with short-term synaptic plasticity
Richard Gast, Thomas R. Knösche, Helmut Schmidt
Low-dimensional descriptions of neural network dynamics are an effective tool for bridging different scales of organization of brain structure and function. Recent advances in deri…