Socially emotional brain-inspired cognitive architecture framework for artificial intelligence

Abstract Artificial Intelligence of the next generation needs to interact with users socially, convincing them in its ability to understand human minds, including emotions. For this to happen, an artificial emotional intelligence is needed, capable of adequate, believable behavior in social emotional interactions. Building on previous developments, the present work extends the general framework of emotional Biologically Inspired Cognitive Architecture (eBICA: Samsonovich, 2013, 2018), endowing it with fluents describing, in addition to appraisals, somatic markers, feelings, emotions, moods, emotional reactions and biases. Key building blocks that integrate them are moral schemas and semantic maps. The model describes interaction of three factors: plans and commitments, moral and ethical values, and somatic comfort. Learning in this framework includes self-organization of semantic maps that in turn may provide guidance for active humanlike learning. Implications for empirical studies and practical applications are discussed together with the expected impact.

[1]  Matthew Rutledge-Taylor,et al.  Cognitive Modeling Versus Game Theory: Why cognition matters , 2004, ICCM.

[2]  Reginald B. Adams,et al.  Inside Jokes: Using Humor to Reverse-Engineer the Mind , 2011 .

[3]  Antonio Chella,et al.  A Human–Humanoid Interaction Through the Use of BCI for Locked-In ALS Patients Using Neuro-Biological Feedback Fusion , 2018, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[4]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[5]  A. Newell Unified Theories of Cognition , 1990 .

[6]  Alexei V. Samsonovich,et al.  On semantic map as a key component in socially-emotional BICA , 2018, BICA 2018.

[7]  C. Osgood,et al.  The Measurement of Meaning , 1958 .

[8]  Selmer Bringsjord,et al.  On How to Build a Moral Machine , 2013 .

[9]  Murray S. Miron,et al.  Cross-Cultural Universals of Affective Meaning , 1975 .

[10]  H. Lefcourt,et al.  Humor: The Psychology of Living Buoyantly , 2001 .

[11]  Alexei V. Samsonovich,et al.  Schema formalism for the common model of cognition , 2018, Biologically Inspired Cognitive Architectures.

[12]  Robert Michael Young,et al.  Narrative Planning: Balancing Plot and Character , 2010, J. Artif. Intell. Res..

[13]  A. Jacobs,et al.  The quartet theory of human emotions: An integrative and neurofunctional model. , 2015, Physics of life reviews.

[14]  K. Scherer,et al.  Appraisal processes in emotion. , 2003 .

[15]  Richard L. Lewis,et al.  A computational unification of cognitive behavior and emotion , 2009, Cognitive Systems Research.

[16]  R E O'Carroll,et al.  Decision making in humans: the effect of manipulating the central noradrenergic system , 2003, Journal of neurology, neurosurgery, and psychiatry.

[17]  Martha S. Feldman,et al.  Narrative Networks: Patterns of Technology and Organization , 2007, Organ. Sci..

[18]  Alexei V. Samsonovich,et al.  Virtual Actor with Social-Emotional Intelligence , 2018 .

[19]  A. Mehrabian Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament , 1996 .

[20]  Ke Chen,et al.  A computational cognitive framework of spatial memory in brains and robots , 2018, Cognitive Systems Research.

[21]  Nico H. Frijda,et al.  Appraisal and beyond , 1993 .

[22]  Robert Plutchik,et al.  A psychoevolutionary theory of emotions , 1982 .

[23]  J. Russell Emotion, core affect, and psychological construction , 2009 .

[24]  Nele Van de Mosselaer How Can We Be Moved to Shoot Zombies? A Paradox of Fictional Emotions and Actions in Interactive Fiction , 2018, Journal of Literary Theory.

[25]  Alexei V. Samsonovich,et al.  Emotional biologically inspired cognitive architecture , 2013, BICA 2013.

[26]  Alexei V. Samsonovich Comparative Analysis of Implemented Cognitive Architectures , 2011, BICA.

[27]  Shuichi Nishio,et al.  An Architecture for Telenoid Robot as Empathic Conversational Android Companion for Elderly People , 2014, IAS.

[28]  Giorgio A. Ascoli,et al.  Augmenting Weak Semantic Cognitive Maps with an “Abstractness” Dimension , 2013, Comput. Intell. Neurosci..

[29]  Alexei V. Samsonovich,et al.  Empirical and modeling study of emotional state dynamics in social videogame paradigms , 2020, Cognitive Systems Research.

[30]  Arno Hartholt,et al.  Virtual Humans in Augmented Reality: A First Step towards Real-World Embedded Virtual Roleplayers , 2019, HAI.

[31]  John E. Laird,et al.  A Standard Model of the Mind: Toward a Common Computational Framework across Artificial Intelligence, Cognitive Science, Neuroscience, and Robotics , 2017, AI Mag..

[32]  Michael Sellers,et al.  Toward a comprehensive theory of emotion for biological and artificial agents , 2013, BICA 2013.

[33]  K. Scherer Appraisal considered as a process of multilevel sequential checking. , 2001 .

[34]  Richard S. Sutton,et al.  Reinforcement Learning: An Introduction , 1998, IEEE Trans. Neural Networks.

[35]  David I. Spivak Category Theory for the Sciences , 2014 .

[36]  A. Sloman Beyond Shallow Models of Emotion , 2001 .

[37]  Giorgio A. Ascoli,et al.  The Conscious Self: Ontology, Epistemology and the Mirror Quest , 2005, Cortex.

[38]  C. Lebiere,et al.  The Atomic Components of Thought , 1998 .

[39]  Andrew Ortony,et al.  The Cognitive Structure of Emotions , 1988 .

[40]  Robert Trappl,et al.  Facets of Emotions in Humans and Artifacts , 2001, Data Fusion and Perception.

[41]  Eva Hudlicka,et al.  Guidelines for Designing Computational Models of Emotions , 2011, Int. J. Synth. Emot..

[42]  Erik T. Mueller,et al.  Commonsense Reasoning , 2006, Qualitative Representations.

[43]  Alexei V. Samsonovich,et al.  On a roadmap for the BICA Challenge , 2012, BICA 2012.

[44]  John E. Laird,et al.  The Soar Cognitive Architecture , 2012 .

[45]  K. E. Patten The Somatic Appraisal Model of Affect: Paradigm for educational neuroscience and neuropedagogy , 2011 .

[46]  Ron Sun,et al.  Cognition and Multi-Agent Interaction: The CLARION Cognitive Architecture: Extending Cognitive Modeling to Social Simulation , 2005 .

[47]  G. Ascoli,et al.  Principal Semantic Components of Language and the Measurement of Meaning , 2010, PloS one.

[48]  Stacy Marsella,et al.  A domain-independent framework for modeling emotion , 2004, Cognitive Systems Research.

[49]  Alexei V. Samsonovich,et al.  Goal reasoning as a general form of metacognition in BICA , 2014, BICA 2014.

[50]  R. Plutchik A GENERAL PSYCHOEVOLUTIONARY THEORY OF EMOTION , 1980 .

[51]  H. Lövheim A new three-dimensional model for emotions and monoamine neurotransmitters. , 2012, Medical hypotheses.

[52]  L. Pessoa The Cognitive-Emotional Brain: From Interactions to Integration , 2013 .

[53]  Alexei V. Samsonovich,et al.  A Test for Believable Social Emotionality in Virtual Actors , 2016, BICA.

[54]  Stacy Marsella,et al.  EMA: A process model of appraisal dynamics , 2009, Cognitive Systems Research.

[55]  Giorgio A. Ascoli,et al.  Toward a semantic general theory of everything , 2010 .

[56]  The principle of the dominant in modern psychophysiology , 1986, Neuroscience and Behavioral Physiology.

[57]  Jonathan W. Leland,et al.  Experimental tests of the Somatic Marker hypothesis , 2005, Games Econ. Behav..

[58]  Wolf Schmid,et al.  Narratology: An Introduction , 2010 .

[59]  Cynthia Breazeal,et al.  Emotion and sociable humanoid robots , 2003, Int. J. Hum. Comput. Stud..

[60]  David W. Aha,et al.  Iterative Goal Refinement for Robotics , 2014 .

[61]  David R. Heise Expressive Order: Confirming Sentiments in Social Actions , 2006 .

[62]  J. Russell A circumplex model of affect. , 1980 .

[63]  Emanuele Menegatti,et al.  Towards Partners Profiling in Human Robot Interaction Contexts , 2012, SIMPAR.

[64]  A. Damasio Descartes' error: emotion, reason, and the human brain. avon books , 1994 .

[65]  R. Lazarus Emotion and Adaptation , 1991 .

[66]  Philippe Pasquier,et al.  Musical agents: A typology and state of the art towards Musical Metacreation , 2018, Journal of New Music Research.

[67]  Ion Juvina,et al.  Emotion in the Common Model of Cognition , 2018, BICA.

[68]  Antonio R. Damasio,et al.  Homeostasis and soft robotics in the design of feeling machines , 2019, Nature Machine Intelligence.

[69]  Aaron Sloman,et al.  More things than are dreamt of in your biology: Information-processing in biologically inspired robots , 2005, Cognitive Systems Research.

[70]  John R. Anderson How Can the Human Mind Occur in the Physical Universe , 2007 .

[71]  Alexei V. Samsonovich,et al.  Toward a Unified Catalog of Implemented Cognitive Architectures , 2010, BICA.

[72]  J. Mayer,et al.  The Experience and Meta-Experience of Mood , 1988 .

[73]  Amy L. Baylor,et al.  Intelligent technologies to optimize performance: Augmenting cognitive capacity and supporting self-regulation of critical thinking skills in decision-making , 2019, Cognitive Systems Research.

[74]  John-Jules Ch. Meyer,et al.  Reasoning about emotional agents , 2004, Int. J. Intell. Syst..

[75]  L. F. Barrett The theory of constructed emotion: an active inference account of interoception and categorization , 2016, Social cognitive and affective neuroscience.