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Week 10
Neural basis of consciousness:
Integrated Information Theory of
Consciousness
Prof Nao Tsuchiya
Twitter: @conscious_tlab
Email: naotsugu.tsuchiya@monash.edu
Facebook: Naotsugu Tsuchiya
Recap of Wk 9
Demonstration of attention without consciousness
In blindsight, healthy subjects, and its neural correlates
Evidence for consciousness without attention
Deep dive into the dual-task paradigm
Logic of each experiment.
How conscious perception is manipulated and measured?
How attention is manipulated and measured?
Recap of Wk 9
“Activation = consciousness = attention” type idea is
completely untenable.
What are the alternatives?
“Patterns”, “complexity”, “information”,
“relationship”?
In Wk 10,
We will:
Introduce the Integrated Information Theory of
Consciousness (without any mathematics)
Learning Objectives
To be able to answer the following questions:
● What is IIT?
● Where does IIT start to construct the theory?
● What are the five core properties of every phenomenology
that IIT considers important?
● What is the neuronal measure that was inspired by the
IIT?
Optional: Tsuchiya 2017 Phil Compass
Why do we need a theory of consciousness?
Week 1-7: Building the basic knowledge
Relationship between consciousness & brain
Week 8-9: Coming closer to the latest research on
consciousness:
Relationship between consciousness and attention
How can we make sense all of what you learned?
Can we address the core question of consciousness by
extending these approaches?
How can we make further progress?
Theory of consciousness
A brief history of consciousness research
B.C.~ Philosophical discussions
Descartes “Principles of Philosophy”.
Influential idea “cogito ergo sum (I think,
therefore I am)”
Wundt, Fechner, James:
Birth of experimental psychology
Neuroimaging: Explosion of empirical
studies of consciousness
Chalmers: Hard problem of consciousness
Tononi: Integrated Information Theory of
consciousness
Theory of consciousness
Physical world
Electro-chemical
reaction
Subjectivity
Consciousness
Since ~1990: A research program to find the neural correlates of
consciousness (the NCC)
Theory of consciousness
Our path so far:
Easy problem: Explain
(observable) behaviors from
neural activities.
Trying to find the
correlational evidence
between consciousness and
neural activities.
Theory of consciousness
Physical world
Electro-chemical
reaction
Subjectivity
Consciousness
The Hard Problem of consciousness
Theory of consciousness
Hard problem Explain why/how
certain neural activities
must give rise to
consciousness.
Why do we perceive
faces/color/motion
when our neurons in
FFA/V8/MT are
stimulated?
Theory of consciousness
Integrated information theory of consciousness
IIT tries to come up
with the explanation
on how our
conscious
phenomenology can
be supported by
physical
mechanisms.
Theory of consciousness
Physical world
Electro-chemical
reaction
Subjectivity
Consciousness
How can consciousness be supported by a physical system?
Integrated
information
theory
Theory of consciousness
How can we start building theory of
consciousness?
Identify key properties of consciousness
Information, integration, etc.
Propose the properties that physical systems must have in
order to support the identified properties.
Theory of consciousness
Integrated information theory of consciousness
From the Phenomenology to the Mechanisms of
Consciousness: Integrated Information Theory 3.0
(Oizumi, Albantakis, Tononi 2014 PLoS Comp)
Intro to IIT
“From the Phenomenology”
Five essential characteristics of any conscious experience
Intro to IIT
Tononi 2015 Scholarpedia
“From the Phenomenology”
Five essential characteristics of any conscious experience
Intro to IIT
Tononi 2015 Scholarpedia
“to the Mechanisms of Consciousness”
Proposes that:
Large quantity of integrated information corresponds to
high level of consciousness
A largest cluster of integrated information = locus of
consciousness
Distinct quality (or patterns) of integrated information
corresponds to each type of qualia
Intro to IIT
Informativeness of experience
- One out of many possibilities
Phenomenological observation: Any
moment of conscious experience is
extremely “informative” (or
“differentiable”)
-> Any mechanism that supports
conscious experience must have
differentiability (or a large capacity of
information)
Intro to IIT
Thought experiment: human vs a photodiode
On or Off
- 1 bit (?)
86 billion neurons
~1011
neurons -> 1011
bits (?)On or Off
- 1 bit
Intro to IIT
Integration of experience
- Unity of experience
Phenomenological observation: Any
moment of conscious experience is
always “integrated” (or “unified”)
-> Any mechanism that supports
conscious experience must be
integrated
Intro to IIT
Thought experiment:
a digital camera vs. a human brain
- Each neuron
connected to
1000-10000
neurons
1011
neurons
A digital camera
~10-20 million = 107
pixels
Intro to IIT
Phenomenology in split camera vs human (Wk 11)
Boly 2009 Prog Brain
Intro to IIT
Rough idea: Integrated information 𝚽 and 𝛗 patterns
(more on how to quantify them in Week 11)
Tononi 2004 BMC
Low information
Small 𝚽
Few 𝛗 patterns
High information
(=differentiation)
High integration
Large 𝚽
Various 𝛗 patterns
Low integration
Small 𝚽
few 𝛗 patterns
Intro to IIT
Exclusiveness of experience
- Border of consciousness
Phenomenological observation: Any
moment of conscious experience is
always experienced with a particular
border and extent.
-> Any mechanism that supports
conscious experience must be
exclusive.
Intro to IIT
Rough idea: Locus of consciousness is the local
maximum of integrated information 𝚽
Simple feedforward inputs (e.g., sensory inputs)
or outputs (e.g., motor commands) do not
contribute to increase integrated information.
Intro to IIT
Tononi 2004 BMC
How can we test IIT?
IIT explains & predicts that conscious states should be
associated with high-level integrated information
Q. How can we estimate the “integrated information” in the
real brain?
Stimulate the brain, and measure the complexity of the
response patterns.
Intro to IIT
Empirically testing IIT-inspired measure of consciousness
Brain is too complex to actually compute the measures of
integrated information
Yet, various approximations can be made for the measures.
Can the measure inspired by IIT be used to distinguish
presence or absence of consciousness in brain lesion
patients, patients under general anesthesia, and people in
sleep?
From IIT to TMS/EEG
Idea: Using TMS EEG to estimate 𝚽
From IIT to TMS/EEG
From IIT to TMS/EEG
Idea: from IIT to TMS/EEG
Sarasso 2014 Clin EEG
From IIT to TMS/EEG
Idea: from IIT to TMS/EEG
Sarasso 2014 Clin EEG
From IIT to TMS/EEG
Idea: from IIT to TMS/EEG
Sarasso 2014 Clin EEG
Currently most promising measure of consciousness
Perturbational complexity index (PCI)
Massimini et al 2008 Prog Brain Res
From IIT to TMS/EEG
TMS: Transcranial Magnetic Stimulation
From IIT to TMS/EEG
Empirical results (60 electrodes x time)
From IIT to TMS/EEG
Massimini et al
2005 Science
Massimini et al 2005 Science
Event-Related Potential (ERP) of one electrode under the TMS
From IIT to TMS/EEG
Trial-averaged ERP over 60 channels: Wake
From IIT to TMS/EEG
Massimini et al
2005 Science
Trial-averaged ERP over 60 channels: NREM
From IIT to TMS/EEG
Massimini et al
2005 Science
From IIT to TMS/EEG
Sarasso 2014 Clin EEG
Schematic summary of known results
Interim summary
TMS-evoked EEG patterns were expected to differ depending
on the brain states:
High integrated information ~ More complex TMS-EEG
Low integrated information ~ Less complex TMS-EEG
Confirmed across different types of loss of consciousness!
Can we construct the consciousness meter?
From IIT to TMS/EEG
Building consciousness meter
Computing Perturbational Complexity Index (PCI)
Statistical thresholds of
TMS-evoked ERP
ZIP algorithm to compress the
“patterns” of significant source
time course.
Casali et al 2013 Science Trans
Casali et al 2013 Science Trans
Quantifying the complexity of TMS-evoked EEG pattern
Building consciousness meter
Casarotto 2016 Ann Neurol
Casarotto 2016 Ann Neurol
Casarotto 2016 Ann Neurol
Casarotto 2016 Ann Neurol
Summary
PCI were lower than PCI*(=0.31) in the known states of loss
of consciousness: brain injury (Vegetative States), general
anesthesia (Midazolam, Xenon, Propofol), and sleep (NREM
sleep).
PCI w higher than PCI* in the known states of consciousness:
wakefulness, brain injury (Minimally Conscious States +/-,
Locked In State, etc), ketamine, REM sleep
Building consciousness meter
Summary
TMS-EEG based paradigm is currently most reliable in
discriminating loss of consciousness
Skipping the sensory / motor areas
Based on evoked, rather than spontaneous, activity(?)
Reflecting integrated information ~ consciousness(?)
Building consciousness meter
Questions
What about the IIT’s predictions on boundary & contents of
consciousness?
How can IIT, in principle, explain why different areas of the
brain differentially contributes to different aspects of
consciousness?
How can we measure integrated information?
How can we test the IIT?
Building consciousness meter

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Neural Basis of IIT Consciousness Theory

  • 1. Week 10 Neural basis of consciousness: Integrated Information Theory of Consciousness Prof Nao Tsuchiya Twitter: @conscious_tlab Email: naotsugu.tsuchiya@monash.edu Facebook: Naotsugu Tsuchiya
  • 2. Recap of Wk 9 Demonstration of attention without consciousness In blindsight, healthy subjects, and its neural correlates Evidence for consciousness without attention Deep dive into the dual-task paradigm Logic of each experiment. How conscious perception is manipulated and measured? How attention is manipulated and measured?
  • 3. Recap of Wk 9 “Activation = consciousness = attention” type idea is completely untenable. What are the alternatives? “Patterns”, “complexity”, “information”, “relationship”?
  • 4. In Wk 10, We will: Introduce the Integrated Information Theory of Consciousness (without any mathematics)
  • 5. Learning Objectives To be able to answer the following questions: ● What is IIT? ● Where does IIT start to construct the theory? ● What are the five core properties of every phenomenology that IIT considers important? ● What is the neuronal measure that was inspired by the IIT? Optional: Tsuchiya 2017 Phil Compass
  • 6. Why do we need a theory of consciousness? Week 1-7: Building the basic knowledge Relationship between consciousness & brain Week 8-9: Coming closer to the latest research on consciousness: Relationship between consciousness and attention How can we make sense all of what you learned? Can we address the core question of consciousness by extending these approaches? How can we make further progress? Theory of consciousness
  • 7. A brief history of consciousness research B.C.~ Philosophical discussions Descartes “Principles of Philosophy”. Influential idea “cogito ergo sum (I think, therefore I am)” Wundt, Fechner, James: Birth of experimental psychology Neuroimaging: Explosion of empirical studies of consciousness Chalmers: Hard problem of consciousness Tononi: Integrated Information Theory of consciousness Theory of consciousness
  • 8. Physical world Electro-chemical reaction Subjectivity Consciousness Since ~1990: A research program to find the neural correlates of consciousness (the NCC) Theory of consciousness
  • 9. Our path so far: Easy problem: Explain (observable) behaviors from neural activities. Trying to find the correlational evidence between consciousness and neural activities. Theory of consciousness
  • 10. Physical world Electro-chemical reaction Subjectivity Consciousness The Hard Problem of consciousness Theory of consciousness
  • 11. Hard problem Explain why/how certain neural activities must give rise to consciousness. Why do we perceive faces/color/motion when our neurons in FFA/V8/MT are stimulated? Theory of consciousness
  • 12. Integrated information theory of consciousness IIT tries to come up with the explanation on how our conscious phenomenology can be supported by physical mechanisms. Theory of consciousness
  • 13. Physical world Electro-chemical reaction Subjectivity Consciousness How can consciousness be supported by a physical system? Integrated information theory Theory of consciousness
  • 14. How can we start building theory of consciousness? Identify key properties of consciousness Information, integration, etc. Propose the properties that physical systems must have in order to support the identified properties. Theory of consciousness
  • 15.
  • 16. Integrated information theory of consciousness From the Phenomenology to the Mechanisms of Consciousness: Integrated Information Theory 3.0 (Oizumi, Albantakis, Tononi 2014 PLoS Comp) Intro to IIT
  • 17. “From the Phenomenology” Five essential characteristics of any conscious experience Intro to IIT Tononi 2015 Scholarpedia
  • 18. “From the Phenomenology” Five essential characteristics of any conscious experience Intro to IIT Tononi 2015 Scholarpedia
  • 19. “to the Mechanisms of Consciousness” Proposes that: Large quantity of integrated information corresponds to high level of consciousness A largest cluster of integrated information = locus of consciousness Distinct quality (or patterns) of integrated information corresponds to each type of qualia Intro to IIT
  • 20. Informativeness of experience - One out of many possibilities Phenomenological observation: Any moment of conscious experience is extremely “informative” (or “differentiable”) -> Any mechanism that supports conscious experience must have differentiability (or a large capacity of information) Intro to IIT
  • 21. Thought experiment: human vs a photodiode On or Off - 1 bit (?) 86 billion neurons ~1011 neurons -> 1011 bits (?)On or Off - 1 bit Intro to IIT
  • 22. Integration of experience - Unity of experience Phenomenological observation: Any moment of conscious experience is always “integrated” (or “unified”) -> Any mechanism that supports conscious experience must be integrated Intro to IIT
  • 23. Thought experiment: a digital camera vs. a human brain - Each neuron connected to 1000-10000 neurons 1011 neurons A digital camera ~10-20 million = 107 pixels Intro to IIT
  • 24. Phenomenology in split camera vs human (Wk 11) Boly 2009 Prog Brain Intro to IIT
  • 25. Rough idea: Integrated information 𝚽 and 𝛗 patterns (more on how to quantify them in Week 11) Tononi 2004 BMC Low information Small 𝚽 Few 𝛗 patterns High information (=differentiation) High integration Large 𝚽 Various 𝛗 patterns Low integration Small 𝚽 few 𝛗 patterns Intro to IIT
  • 26. Exclusiveness of experience - Border of consciousness Phenomenological observation: Any moment of conscious experience is always experienced with a particular border and extent. -> Any mechanism that supports conscious experience must be exclusive. Intro to IIT
  • 27. Rough idea: Locus of consciousness is the local maximum of integrated information 𝚽 Simple feedforward inputs (e.g., sensory inputs) or outputs (e.g., motor commands) do not contribute to increase integrated information. Intro to IIT Tononi 2004 BMC
  • 28. How can we test IIT? IIT explains & predicts that conscious states should be associated with high-level integrated information Q. How can we estimate the “integrated information” in the real brain? Stimulate the brain, and measure the complexity of the response patterns. Intro to IIT
  • 29.
  • 30. Empirically testing IIT-inspired measure of consciousness Brain is too complex to actually compute the measures of integrated information Yet, various approximations can be made for the measures. Can the measure inspired by IIT be used to distinguish presence or absence of consciousness in brain lesion patients, patients under general anesthesia, and people in sleep? From IIT to TMS/EEG
  • 31. Idea: Using TMS EEG to estimate 𝚽 From IIT to TMS/EEG
  • 32. From IIT to TMS/EEG Idea: from IIT to TMS/EEG Sarasso 2014 Clin EEG
  • 33. From IIT to TMS/EEG Idea: from IIT to TMS/EEG Sarasso 2014 Clin EEG
  • 34. From IIT to TMS/EEG Idea: from IIT to TMS/EEG Sarasso 2014 Clin EEG
  • 35. Currently most promising measure of consciousness Perturbational complexity index (PCI) Massimini et al 2008 Prog Brain Res From IIT to TMS/EEG
  • 36. TMS: Transcranial Magnetic Stimulation From IIT to TMS/EEG
  • 37. Empirical results (60 electrodes x time) From IIT to TMS/EEG Massimini et al 2005 Science
  • 38. Massimini et al 2005 Science Event-Related Potential (ERP) of one electrode under the TMS From IIT to TMS/EEG
  • 39. Trial-averaged ERP over 60 channels: Wake From IIT to TMS/EEG Massimini et al 2005 Science
  • 40. Trial-averaged ERP over 60 channels: NREM From IIT to TMS/EEG Massimini et al 2005 Science
  • 41. From IIT to TMS/EEG Sarasso 2014 Clin EEG Schematic summary of known results
  • 42. Interim summary TMS-evoked EEG patterns were expected to differ depending on the brain states: High integrated information ~ More complex TMS-EEG Low integrated information ~ Less complex TMS-EEG Confirmed across different types of loss of consciousness! Can we construct the consciousness meter? From IIT to TMS/EEG
  • 43.
  • 44. Building consciousness meter Computing Perturbational Complexity Index (PCI) Statistical thresholds of TMS-evoked ERP ZIP algorithm to compress the “patterns” of significant source time course. Casali et al 2013 Science Trans
  • 45. Casali et al 2013 Science Trans Quantifying the complexity of TMS-evoked EEG pattern Building consciousness meter
  • 50. Summary PCI were lower than PCI*(=0.31) in the known states of loss of consciousness: brain injury (Vegetative States), general anesthesia (Midazolam, Xenon, Propofol), and sleep (NREM sleep). PCI w higher than PCI* in the known states of consciousness: wakefulness, brain injury (Minimally Conscious States +/-, Locked In State, etc), ketamine, REM sleep Building consciousness meter
  • 51. Summary TMS-EEG based paradigm is currently most reliable in discriminating loss of consciousness Skipping the sensory / motor areas Based on evoked, rather than spontaneous, activity(?) Reflecting integrated information ~ consciousness(?) Building consciousness meter
  • 52. Questions What about the IIT’s predictions on boundary & contents of consciousness? How can IIT, in principle, explain why different areas of the brain differentially contributes to different aspects of consciousness? How can we measure integrated information? How can we test the IIT? Building consciousness meter