Open in TheBrain

Softky 2014 Elastic Nanocomputation Brain

<p>Oct 28, 2015 09:49 PM

paper copy goes into top file drawer with Neurology/ consciousness folders... in front.</p>

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Oct 19, 2014 02:11 PM</p>

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open access on Arxiv. &nbsp;2014 &nbsp;by Bill Softky; &nbsp;(also in my neuro pdf files)</p>

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abstract: &nbsp;his theory is based on information theory, whose parent is thermodynamics.</p>

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a brain is a specialized real-valued RT 3d proc detecting discontinuities in spacetime...

and reconstitutes a continu reality based on them.</p>

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continuous, but how to reconcile with separate neurons;</p>

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vast discrep in efficiency &nbsp;(btwn neurons and ? the 3d model);</p>

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requires strong priors embedded in 3d edge detec algos...</p>

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priors which open an unpatchable security hole to automated persuasion.</p>

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3d model explains which persuasive tech alters percep of reality.

and protects against cog manip.</p>

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Brain must repr Newton's laws.</p>

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ideal brain requires a skull, constant temp; &nbsp;neurons and spikes...

interwoven with nanoscopic mesh.</p>

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ideal brain is a multiscale Netonian sim and controller.</p>

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ideal brain much better at repr capacity, energy effic, and speed than

circuits only composed of neurons.</p>

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=> a latent reservoir of "dark computation"</p>

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brains are spec. RT signal proc... not genl purpose thinking machines.</p>

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end of abstract *</p>

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homonids: &nbsp;walking... &nbsp;<b>an inverted compound pendulum</b>... welll enough to run!</p>

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bottom line: &nbsp;Simulatrix + neurons is > 108 more effic at repr of 3d dynamic world

than neurons alone;</p>

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page 3: &nbsp;KEY PARA!!!</p>

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<b>Dynamic balance (espec of an unstable struc) &nbsp;requires simulating</b>

<b> a set of continuously evolving differential equations,&nbsp;</b>

<b>a task whose tight constraints and specificity cry out for specialized analog hardware. &nbsp;&nbsp;circuit stability must depend on</b>

<b>copious high-res data abt the current phys world at varying timescles and</b>

<b>contin &nbsp;self-correcting closed-loop control equations at arbitr levels of resolution.</b>

<b>This analog computation is ill-suited for digital hardware but the reverse is not true!</b>

<b>analog substrates can and do support quantized computation</b>.....</p>

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biped's tighter spatiotemp precision in continuous domain enabled homo sapiens to grow a novel

quantized form of storage atop the contin &nbsp;substrate: &nbsp;persistent, self-reinforcing states

and narrative struc, such as osc loops, could underline our unique mental abilities.</p>

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page 3: We a Hybrid system made of two interleaved OSs, contin RT and quantized... each running at many

timescales simult.</p>

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our key topic: &nbsp;how to rep the 3d world at the local scale.

gudiing principle is &nbsp;"resonant computing." &nbsp;&nbsp;most effic sim of a phys system

should MATCH the target system at the finest level.</p>

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key problem control a truly cont body-control problem &nbsp;using discreteneurons...

that is millions fold LESS efficient han phys possible.</p>

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page 4: &nbsp;hypothesize &nbsp;SIMULATRIX &nbsp;&nbsp;nanoscopic matrix: &nbsp;interpenetrating and

interacting with neocortical neurons to help them sim the outside world.

108 &nbsp;advantage over &nbsp;neural net alone!!!</p>

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page 5 SIMULATRIX: &nbsp;</p>

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an ideal brain must compute at most granular res with the least poss energy:

its contin comp substrate: &nbsp;SIM = simulatrix; &nbsp;must be locally isomorphic to outside world.</p>

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simulatrix reps outside 3d world by itself BEING a 3d medium. &nbsp;(elastic 3d mesh like an aerogel.

support longit elastic waves:</p>

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SIM stores and repr &nbsp;scalr &nbsp;3d probab info: &nbsp;positions of object contours, orientation of a skel

joint and 3d abstractions of arbit sens input.

These are physical surfaces in a 3d gel: &nbsp;their own momentum could repr outside momentum!!!!</p>

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In SIM, P-waves are the native repr of changes across space and time.</p>

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INPUT to SIM is tiny, point-like synap events at sub ms and sub micron scale of

syanp ves release. &nbsp;&nbsp;iniate small spherical P-wave

who correlation and coherence learn, repr and reconst the struc of th world outside...

by overlapping spherical ripples &nbsp;(as from raindrops in a 3d pond)</p>

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can have accumulating interference fringes 3d priors as in holograms.</p>

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page 6: how to spend its limited energy budget?</p>

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nearby neurons in parallel, triggered by same P wavve &nbsp;could teleport the wavefront

elsewhere via coherent volley of spikes.</p>

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Elastic computer need vibration protection &nbsp;(eg a skul));</p>

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wavefront teleportation &nbsp;requires consistent phase, axonal cond veloctiy and brain temp

tightly regulated.;</p>

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page 7 &nbsp;figure 1:</p>

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page 8: &nbsp;Ideal Brain specialized for 3d computation;</p>

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tempting to think of brain as genl algo: &nbsp;canonical micro-cricuit or

Hopfield net.</p>

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page 24: &nbsp;Interpersonal communication:

inspect microexpressions, postural tics etc.

our bodies act as 3d display devices in the megabyte/sec range...

driven by 1000s of parallel channels.</p>

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info vibr &nbsp;is abt &nbsp;106 bits/sec

high speed, low latency bidirec channel...</p>

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Info in english &nbsp;< &nbsp;25 bits per second;</p>

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page 27 Ideal Computations &nbsp;Must be CLOAKED..</p>

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<b>Optimal Computation Resists Observation</b> .....</p>

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great observation!!! &nbsp;computing elements which use little energy and waste none are

effectively invisible!!!! &nbsp;&nbsp;measuring what could be measured...

most curcially detectable SPIKES rather than (say) &nbsp;undetectable P-waves.</p>

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page 26 &nbsp;Figure 10: &nbsp;David statues: &nbsp;&nbsp;bandwidth advantages for vibratory communication:

<b>body divided by words &nbsp;is about &nbsp;105</b> !</p>

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page 28 &nbsp;<b>QUANTIZATION</b> ... &nbsp;essential as in DNA; action potentials.</p>

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self-reinforcing loops and kinks; &nbsp;</p>

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<b>Adhesion</b> is Bill's term for an<b> atomic self-reinforcing + feedback loop &nbsp;(like an attractor state)</b>...</p>

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Quantized adhesions must be the atoms of recorded,episodic memory.</p>

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<b>Quantizations is a DEVIL's BARGAIN</b>!!! &nbsp;

some info is destroyed to save the remainder...

quantiz artifacts, threshold bias, truncation error.</p>

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<b>The principle is simple: &nbsp;adhesion: &nbsp;&nbsp;the equilibrium of a + fb loof is held in place by LOCAL pleasure.</b>.. &nbsp;one must push away against

&nbsp;the pleasure's local gradient deliberately toward discomfort.</p>

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page&nbsp;30: &nbsp;figure 13: &nbsp;Reality is ground truth zero; &nbsp;but that truth is

accessible only the sensory spike trains and their correlation with prev muscle firings.</p>

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first level of indirection: &nbsp;with P-waves</p>

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simulatrix phonons &nbsp;and &nbsp;wave propag medium...</p>

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page 32 &nbsp;<b>Path to Physical Happiness</b>:

<b>a skeleton covered in string.</b>..

determine shape from cable vibrations.</p>

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a FORCE GEODESIC &nbsp;a movable stripe of indiv cables;

upright stance... learning to walk effciently take stime...</p>

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Neuromechanical enlightenment: &nbsp;a consistent body map with no more blocks in space or time;

no artif divisions btwn cognit, emotional and physical domains... an undiff circuit.</p>

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ADHESIONS: &nbsp;local motor maps that are unfused.</p>

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idealized body: &nbsp;muscles are millions of thin fibers:</p>

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page 35: &nbsp;Idealized Sociability:

physio trust is immediate:"I know I am holding a glass"

it is deep and requires vastly more data.</p>

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trust is informational: it ought to scale with bandwidth (amount of info);

interactivity (low latency,, &nbsp;&nbsp;faster round trip confirmation of your output signal.

Intimacy is the physical closeness to the core of the spine and viscera.</p>

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Incr trust => &nbsp;bringing people as close as possible visually, physicall and audit with as little&nbsp;

noise and distraction as possible.</p>

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<b>Conclusion: &nbsp;page 35</b>: &nbsp;brain's canonical problem is continuous time motor control that can be

solved by a contin time microcircuit btwn &nbsp;108 and 1064 more efficient than neural circuits.</p>

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It posits a a subneural substance (simulatrix) &nbsp;which reps a moving world with

moving waves. &nbsp;It is undiscovered cuz it computes almost invisibly. &nbsp;This is a secondary hypothesis.</p>

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<b>Primary hypothesis is continuous control</b>.... &nbsp;</p>

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Threats to human happiness:

1) sensory deprivation of NATURAL SIGNALS.

2) &nbsp;Muscular mis-coordiatnion and

3) social alienation: &nbsp;lack of interpersonal trust.</p>

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page 36 and 37: &nbsp;humans possess untapped reservoirs of vibratory sense....

every categoroical &nbsp;"digital" computtion like episodic memory, logic must

be executred by smoothly chaning 3d circuits specialized for muscles.</p>

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<b>any circuit optimized for body control must be sub-optimal at unrelated tasks</b>....</p>

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we are actually approx unconsc 3d circuits we really are.</p>

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page 36: &nbsp;TRUST ... a lived experience like balance, &nbsp;not (as with digital computers) a separate authentication channel. &nbsp;proximity communication &nbsp;outstrips verbal channels 1000X fold.</p>

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Electronic mediation: our richest primal socio-sensory channels have gone dark.

We need intense proximity-practice!!!</p>

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Notes at end:</p>

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note 30: &nbsp;Simulatrix &nbsp;non -linear sharpening amp... to infer exact hard edges.

the dynamical eqns of sim. are difft from outside world...

it is simplified in crucial entropy-reducing ways... &nbsp;a Platonic Ideal.</p>

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relentless quantiz. of its most atomic rep.

trans-generational waves affect xmiss prob of intermixed cultural memes,</p>

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Imagine a little girl imprisoned in a cell... she loves to move wonderfully and gracefully...

she yells in vain... the cage's bars are words.</p>

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