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“Other ways of being” was how William Wordsworth described other realities in The Prelude, an impressive poem. View in LinkedIn

A representation of energy fields interacting with the underling invisible grid that the universe is pegged onto. View in LinkedIn

THE IMAGINATIVE LEAP. “Thus, it appears that the neural network – when translated in quantum field theoretic language – can exhibit some intrinsic holographic properties, such as, the emergence of the gapless neurons inhabiting a lower dimensional surface with the resulting micro‐state entropy that scales as the corresponding area. This is something highly reminiscent of gravitational systems, such as, the black holes or the AdS space.” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

THE GUTS OF THE MACHINE. “The entropy of the resulting micro‐states depends on the symmetry structure of the network. We show that, when we impose a symmetry group of a d‐dimensional sphere, a set of the gapless neurons emerges with their number equal to an area of a ‐dimensional sphere of the same radius.” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

EXPONENTIAL INFO STORAGE. “We observe that such a network exhibits a critical state in which a set of would‐be‐high‐threshold neurons becomes effectively gapless. Correspondingly, in this set of neurons the network can store an exponentially large number of patterns within an arbitrarily narrow energy gap.” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

CYBERNETIC BRAIN. “Namely, we study a network in which the synaptic connections among the pairs of neurons are energetically negative and also proportional to the products of their energy thresholds.” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

EXTREME ANALOGY. “However, in our construction we shall not simply copy the quantum field model, but rather arrive to the desired neural network by a bottom‐up approach. For this purpose we design a neural network in which the synaptic connections are closer cousins to the gravitational interaction as compared to the ones studied in [1].” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

GEOMETRY AND NEURONS. “Such mapping provides a way in which the sense of locality and geometry can be brought into something intrinsically non‐local, such as the neural network.” https://onlinelibrary.wiley.com/doi/full/10.1002/prop.201800007?casa_token=GdPRXs_tGLEAAAAA%3Ag-pxPMtkcleTYDUNK3mYGfpEzKRyc2LqQknTgFFB7dkYFDL8rDe2s0f4_0Q0oKjXD4_AEgFPGWolVTQ View in LinkedIn

This annual verbena has half of its petals painted red, and radially arranged facing inwards to the center — a feat of genetic orientation instructions. View in LinkedIn