[1] We are thrown ito the world [out
there] as a PROCESS already in motion
Processes that matter here: PROCESSES
making up COMPLEX SYSTEMS
[2] Knowing LYAPUNOV FUNCTION [LF] for each state of a
system --> know flow of the system between states
Example: water stream through a
mountainous landscape
Lyapunov function: montainous landscape
Description of evolution of system:
movement of stream of water
[3] COMPLEX SYSTEMS use their LF
FUNCTION to move towards ATTRACTORS
(small number of most probable states)
= repetitive, SELF-ORGANISING behavior
COMPLEX SYSTEMS are
SELF-ORGANISING because
they have ATTRACTORS
ATTRACTORS: cycles of mutually
reinforcing states allowing PROCESSES
to reach a DYNAMIC EQUILIBRIUM
[4] HUMANS = "strange loops" or "playful loops"
(Douglas Hofstader)
We move through an enormous, high-dimensional
state-space of possibilities, but are forced by our
ATTRACTORS to move around in confined circles (=
pattern of trajectory of an automn leave falling)
To be ALIVE --> all our PROCESSES must
DECREASE the LF --> pushing as to
ATTRACTORS
Our PROCESSES =
thoughts & behaviors
HUMANS = COMPLEX SYSTEM
with a set of ATTRACTING STATES
[5] Interpretations of LF
I) from INFORMATION TH.
LF = SURPRISE
II) from STATISTICS
LF = (NEGATIVE) EVIDENCE
= MARGINAL LIKELIHOOD
= probablity that a given model acounting
for that state is correct
= staying alive --> II) we increase our
model evidence (SELF-EVIDENCING) =
minimise surprise
[6] --> EXISTENTIAL DYNAMICS with PURPOSE & TELEOLOGY
INFERENCE = maximising evidence for
a model of the world (for me!)
The model is OURSELVES! (i.e.
we evaluate what the world
might be doing to us)
INFERENCE: what any COMPLEX PROCESS
repeatedly occuppying certain states performs
[6.1] INFERENCE in NATURAL SELECTION:
SELECTING among CREATURES
Example [evolution in terms of inference]:
PHENOTYPES of a population (of a species) = multiple
HYPOTESIS OR MODELS about what might 'work'
EACH INDIVIDUAL = MODEL of what should
occupy the corresponding ecological niche
INFERENCE: process of figuring out the best
hypothesis that explains the observed states
of the SYSTEM we call the WORLD
[7] INFERENCE IN CONSCIOUSNESS
Conscious processing: inferring the
causes of sensory states
--> navigate the wold to elude surprise
--> SELECTING among different STATES of
the same creature (in particular, its
brain)
brain = self-evidencing organ of inference
Conscious vs
non-conscious creatures
how they make inferences about ACTION & TIME
To determine a future action, the system must have
internal models with TEMPORAL THICKNESS
--> COUNTERFACTUAL DEPTH
Future action --> minimisation
of EXPECTED surprise
following the action
VIRUSES are unconscious: they don't have a THICK MODEL OF TIME