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Overview
• Why do we behave prosocially?
• Goal-directed, habitual and Pavlovian prosocial behavior
• run through
• RLDM (Reinforcement Learning and Decision Making)
• RLDM w/ prosocial bahavior
Why help?
RLDM
• foresight
• model-based planning: tree search, Bayesian model inversion
• incomplete information, intractability: inference, heuristics
• slow
• history
• model-free learning: actor-critic model on cached action value
• need time to learn for optimization
• fast
• rule
• a priori programmed solutions
• specific, inflexible: generalization
• dominant
RLDM
model-based planningmodel-free learning
a priori programming
RLDM
Goal-directed Habitual Pavlovian
Algorithm
Simulation of
Consequences
Learning from
Past Experience
Evolution Reflexes +

Classical Conditioning
Mechanism Deliberate Automatic/Learned Automatic/Inborn
Dominating stage Beginning Late All
Dependent on
working-memory
Y N N
Sensitive to
motivation change
Y N Y
Sensitive to
consequence
Y N N
Location DLPFC Straitum Amygdala
RLDM for Prosocial Behavior
• Goal-directed system:
• direct reciprocity
• tit-for-tat
• repeated prisoner’s dilemma: optimal strategy (co-op, copy, defect)
• theory of mind, adjustment against dominant trait and DLPFC
• indirect reciprocity
• reputation is good
• anonymity, external reward attribution is bad
• 5-year-olds share more when observed (sensitive to observer role)
• autism, TMS DLPFC -> less reputation management
• avoid punishments
• ultimatum game: usually share more than dictator game
• lesser punishment -> decreased
• passing false-belief task -> increased
• same individual with increased age -> increased
• tDCS DLPFC -> decreased in dictator, increased in ultimatum
• *moral principles: still a goal!
RLDM for Prosocial Behavior
• Habitual system:
• frequent rewarding of an action -> goal-directed to habitual
• social heuristics hypothesis
• other-regarding acts in one-shot anonymous games
• intuition shaped by past successes and cultural norms
• repeated prisoner’s dilemma followed by one-shot economic games
• payoff promotes co-op/defect -> incr/decr other-regarding acts
• assumptions of generalization: can habits spill over situations?
• "aid itself is not the main purpose of these acts"
• public goods theory: supposed to get "crowding out"
• equating init endowment in dictator game
• experimenter counterbalancing dictator’s donation
• warm glow
• utility is from the act of giving not the outcome
• devaluation procedure
• automatic
• impairing working memory by load
• mini-dictator games: load -> fair choice
• prisoner’s dilemma: load -> less defect near end
• individual differences in prosocial orientation
• striatum
• dense sensorimotor connection in dorsal for fast actor response
• reward prediction errors in ventral for critics’s updating expected value
RLDM for Prosocial Behavior
• Pavlovian system:
• no other explanation for early(<24m) prosocial behavior
• affective empathy
• emotional contagion
• affective perspective taking
• self-other distinction occurs w/ prosocial behavior
• self-reported measures correlate w/ prosocial behavior
• observing others’ suffering motivates prosocial behavior
• empathy-altruism hypothesis
• reduce internal negative arousal
• help over escape
• sensitive to motivational state: whether or not subject feels empathy
• maladaptive and eclipse other goals
• inflexible
• negative auto-maintenance procedure
• bias toward object of empathy
• specific
• empathy does not carry over contexts -> not really concern about others
• Pavlovian-to-instrumental transfer (PIT)
• appetitive -> invigorate / aversive -> inhibit
• evolutionary origin
• over-generalization of the parental care instinct
• mere childlike features suffice -> alloparenting for co-op breeding
THE END

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8/9 RLDM for Prosocial Behavior

  • 1. Overview • Why do we behave prosocially? • Goal-directed, habitual and Pavlovian prosocial behavior • run through • RLDM (Reinforcement Learning and Decision Making) • RLDM w/ prosocial bahavior
  • 3. RLDM • foresight • model-based planning: tree search, Bayesian model inversion • incomplete information, intractability: inference, heuristics • slow • history • model-free learning: actor-critic model on cached action value • need time to learn for optimization • fast • rule • a priori programmed solutions • specific, inflexible: generalization • dominant
  • 5. RLDM Goal-directed Habitual Pavlovian Algorithm Simulation of Consequences Learning from Past Experience Evolution Reflexes +
 Classical Conditioning Mechanism Deliberate Automatic/Learned Automatic/Inborn Dominating stage Beginning Late All Dependent on working-memory Y N N Sensitive to motivation change Y N Y Sensitive to consequence Y N N Location DLPFC Straitum Amygdala
  • 6. RLDM for Prosocial Behavior • Goal-directed system: • direct reciprocity • tit-for-tat • repeated prisoner’s dilemma: optimal strategy (co-op, copy, defect) • theory of mind, adjustment against dominant trait and DLPFC • indirect reciprocity • reputation is good • anonymity, external reward attribution is bad • 5-year-olds share more when observed (sensitive to observer role) • autism, TMS DLPFC -> less reputation management • avoid punishments • ultimatum game: usually share more than dictator game • lesser punishment -> decreased • passing false-belief task -> increased • same individual with increased age -> increased • tDCS DLPFC -> decreased in dictator, increased in ultimatum • *moral principles: still a goal!
  • 7. RLDM for Prosocial Behavior • Habitual system: • frequent rewarding of an action -> goal-directed to habitual • social heuristics hypothesis • other-regarding acts in one-shot anonymous games • intuition shaped by past successes and cultural norms • repeated prisoner’s dilemma followed by one-shot economic games • payoff promotes co-op/defect -> incr/decr other-regarding acts • assumptions of generalization: can habits spill over situations? • "aid itself is not the main purpose of these acts" • public goods theory: supposed to get "crowding out" • equating init endowment in dictator game • experimenter counterbalancing dictator’s donation • warm glow • utility is from the act of giving not the outcome • devaluation procedure • automatic • impairing working memory by load • mini-dictator games: load -> fair choice • prisoner’s dilemma: load -> less defect near end • individual differences in prosocial orientation • striatum • dense sensorimotor connection in dorsal for fast actor response • reward prediction errors in ventral for critics’s updating expected value
  • 8. RLDM for Prosocial Behavior • Pavlovian system: • no other explanation for early(<24m) prosocial behavior • affective empathy • emotional contagion • affective perspective taking • self-other distinction occurs w/ prosocial behavior • self-reported measures correlate w/ prosocial behavior • observing others’ suffering motivates prosocial behavior • empathy-altruism hypothesis • reduce internal negative arousal • help over escape • sensitive to motivational state: whether or not subject feels empathy • maladaptive and eclipse other goals • inflexible • negative auto-maintenance procedure • bias toward object of empathy • specific • empathy does not carry over contexts -> not really concern about others • Pavlovian-to-instrumental transfer (PIT) • appetitive -> invigorate / aversive -> inhibit • evolutionary origin • over-generalization of the parental care instinct • mere childlike features suffice -> alloparenting for co-op breeding