92 citations · 195 across the 29 of their papers we have counts for
32 papers
A normative theory of social conflict
Sergey Shuvaev, Evgeny Amelchenko, Dmitry Smagin +3
Social hierarchy in animal groups carries a crucial adaptive function by reducing conflict and injury while protecting valuable group resources. Social hierarchy is dynamic and can…
Stochastic Gradient Descent-Induced Drift of Representation in a Two-Layer Neural Network
Farhad Pashakhanloo, Alexei Koulakov
Representational drift refers to over-time changes in neural activation accompanied by a stable task performance. Despite being observed in the brain and in artificial networks, th…
Toward Next-Generation Artificial Intelligence: Catalyzing the NeuroAI Revolution
Anthony Zador, Sean Escola, Blake Richards +24
Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We propose that to accelerate progress in AI, we must invest in fundamental research in…
Neural networks with motivation
Sergey A. Shuvaev, Ngoc B. Tran, Marcus Stephenson-Jones +2
How can animals behave effectively in conditions involving different motivational contexts? Here, we propose how reinforcement learning neural networks can learn optimal behavior f…
Representations of Sound in Deep Learning of Audio Features from Music
Sergey Shuvaev, Hamza Giaffar, Alexei A. Koulakov
The work of a single musician, group or composer can vary widely in terms of musical style. Indeed, different stylistic elements, from performance medium and rhythm to harmony and…
Constructing an olfactory perceptual space and predicting percepts from molecular structure
Daniel Kepple, Alexei Koulakov
Given the structure of a novel molecule, there is still no one who can reliably predict what odor percept that molecule will evoke. The challenge comes from both the difficulty in…