29 citations · 99 across the 20 of their papers we have counts for
22 papers
Use and usability: concepts of representation in philosophy, neuroscience, cognitive science, and computer science
Ben Baker, Richard D. Lange, Andrew Richmond +4
Representations play a central role in the study of both biological and artificial intelligence, as well as philosophy of mind. Across neuroscience, computer science, and philosoph…
Cognitive Models and AI Algorithms Provide Templates for Designing Language Agents
Ryan Liu, Dilip Arumugam, Cedegao E. Zhang +3
While contemporary large language models (LLMs) are increasingly capable in isolation, there are still many difficult problems that lie beyond the abilities of a single LLM. For su…
Complexity and dynamics of partially symmetric random neural networks
Nimrod Sherf, Si Tang, Dylan Hafner +4
Neural circuits exhibit structured connectivity, including an overrepresentation of reciprocal connections between neuron pairs. Despite important advances, a full understanding of…
From Chaos to Coherence: Effects of High-Order Synaptic Correlations on Neural Dynamics
Nimrod Sherf, Xaq Pitkow, Krešimir Josić +1
Recurrent Neural Network models have elucidated the interplay between structure and dynamics in biological neural networks, particularly the emergence of irregular and rhythmic act…
Attention when you need
Lokesh Boominathan, Grayson Matthew, Yizhou Chen +2
Paying attention improves performance, but attention is metabolically costly, so how should a resource-efficient agent allocate it? We study optimal allocation strategies using a n…
Principles of frugal inference and control
Itzel Olivos-Castillo, Paul Schrater, Xaq Pitkow
A central challenge for intelligent agents in an uncertain world is striking the right balance between utility maximization and resource use, not only for external movement but als…