97 citations · 406 across the 28 of their papers we have counts for
5 papers · 1 filter
Time cells might be optimized for predictive capacity, not redundancy reduction or memory capacity
Alexander Hsu, Sarah Marzen
Recently, researchers have found time cells in the hippocampus that appear to contain information about the timing of past events. Some researchers have argued that time cells are…
Inference, Prediction, and Entropy-Rate Estimation of Continuous-time, Discrete-event Processes
S. E. Marzen, J. P. Crutchfield
Inferring models, predicting the future, and estimating the entropy rate of discrete-time, discrete-event processes is well-worn ground. However, a much broader class of discrete-e…
Learning about learning by many-body systems
Weishun Zhong, Jacob M. Gold, Sarah Marzen +2
Diverse many-body systems, from soap bubbles to suspensions to polymers, learn and remember patterns in the drives that push them far from equilibrium. This learning may be leverag…
On the role of theory and modeling in neuroscience
Daniel Levenstein, Veronica A. Alvarez, Asohan Amarasingham +17
In recent years, the field of neuroscience has gone through rapid experimental advances and a significant increase in the use of quantitative and computational methods. This growth…
Quantifying many-body learning far from equilibrium with representation learning
Weishun Zhong, Jacob M. Gold, Sarah Marzen +2
Far-from-equilibrium many-body systems, from soap bubbles to suspensions to polymers, learn the drives that push them. This learning has been observed via thermodynamic properties,…