Recent Publications and Presentations
2022:
-A New Class of AI -- Navigation Map-Based Cog Architecture
In this paper a new class of artificial intelligence based on the mammalian brain is described. It does not function like an artificial
neural network nor like a large language model (LLM, e.g., ChatGPT) nor like a traditional symbolic AI program. Rather, it uses spatial navigation maps to represent the world, learn about the world
and operate on the world. This model provides a useful (i.e., supports the data) explanation of mammalian, primate and human brain evolution, operation and dysfunction. As well, it provides a
different path towards AGI than that provided by LLMs.
(Image above created by editors at AI Journal for issue's Table of Contents/Titles page illustration --Schneider,
H., Navigation Map-Based Artificial Intelligence, AI, 2022, 3(2), 434-464.)
article (invited, published open-access): doi:10.3390/ai3020026
-An Analogical Inductive Solution to the Grounding
Problem
In this paper inductive analogical reasoning is shown to emerge due to a small modification
(corresponding to a modest mutation in a biological brain) giving the architecture vastly more power in solving day to day problems. In fact, analogies may power much of human cognition. At the same
time, this property allows more robust grounding of the architecture. Grounding of an AI with a real environment may be necessary to enable the realization of advanced and advantageous AI's and AGI's. Analogical reasoning allows grounding with more
advanced concepts.
Schneider, H. An Analogical Inductive Solution to the Grounding Problem. Cognitive Systems Research, 2023, vol 77, pp174-216.
article (not open-access): https://doi.org/10.1016/j.cogsys.2022.10.005
preprint (free):
https://github.com/howard8888/insomnia/blob/master/analogical%20inductive%20preprint.pdf
2023:
Neural networks have a difficult time demonstrating compositionality (so do all mammals, except for humans). BICA*AI Conference 2023 presentation demonstrating how a cognitive
architecture based on the human brain (named the "CCA6") shows the mechanisms (at the level of the cortical minicolumn) that allow the modern human brain to be able to automatically perform causal reasoning, inductive analogical reasoning and compositional language processing. It is shown that
how with relatively few genetic modifications from the chimpanzee-human last common ancestor brain the human brain emerged with these properties (as
well as predicting the emergence of psychosis in humans). The Python software implementation of the equations behind the CCA6 is a straightforward one at present, but nonetheless, represents a very
different type of AI than traditional neural networks or large language models (e.g., ChatGPT). Like the human brain, the CCA6 can learn with minimal data and can learn in real time (it does not
require terabytes of data nor massive, off-line computer resources for learning). Like the human brain, the CCA6 is fully grounded.
Schneider, H. A Brain-Inspired Cognitive Architecture (BICA) Approach to the Neurosymbolic Gap. In Samsonovich, A.V., Liu, T. (eds) Biologically Inspired Cognitive Architectures 2023. Studies in Computational Intelligence, pp. 775-786, Springer Nature 2024.
-online: https://doi.org/10.1007/978-3-031-50381-8_84
-preprint pdf: https://github.com/howard8888/insomnia/blob/master/neurosymbolic_bica_2023.pdf
-Architecture discussed in this paper: CCA5
Schneider, H. The Emergence of Compositionality in a Brain-Inspired Cognitive Architecture, Cognitive Systems Research, vol. 86, 2024.
-online: https://doi.org/10.1016/j.cogsys.2024.101215 (not published under open access; university/corporate library subscription required to access for free)
-preprint: https://easychair.org/publications/preprint/l6wh (slightly different than edited article; free to download)
-Architecture discussed in this paper: ChatGPT, CCA6
2024:
Work in progress on an architectural improvement. Elements of the CCA6 architecture have been enhanced past human brain inspiration level into a new CCA7 architecture. In the CCA7
the question is asked that if human brain evolution were to continue in the appropriate environments, what simple mutations could further enhance the core cognitive abilities of the brain and by
extension the CCA7 architecture? (While adding a calculator module or a full LLM to the brain would obviously boost cognition (and this hybridization may be done in the CCA8), this is not done here.
Rather, the concern is enhancing the core cognitive abilities without adding any external modules).
Given that the internal representations of the architecture are navigation maps, a robot car embodiment is being implemented. A Python simulation of the CCA7 running on a desktop
computer communicates via ordinary Wi-Fi to the car which has a Wi-Fi shield going to an Arduino board which is then wired into the robot car's electronics. Additional sensory devices (camera, RGB,
inertial sensor) are mounted on the underside of the car and provide sensory inputs to the CCA7 simulation. It is hoped that a "spark" (to paraphrase Microsoft's Bubeck paper) of AGI as well as of
superintelligence (i.e., that the robot car will demonstrate behavior at these levels) can be shown in time for the 2024 conferences. While this representation of AGI is quite different than the text
generation of LLM's (e.g., ChatGPT, Gemini) (or even video generation, e.g., Sora) it may be closer (and safer!!) to genuine human-like intelligence than produced by the LLM's.
Schneider, H. The Emergence of an Enhanced Intelligence in a Brain-Inspired Cognitive Architecture,
Frontiers in Computational Neuroscience, 2024, In Press.
https://www.frontiersin.org/articles/10.3389/fncom.2024.1367712/abstract
-Architecture discussed in this paper: CCA7
-GitHub repository -- https://github.com/ (pending) (open source; all code shared; academic/industrial
collaborators welcome) (pending GitHub tutorial, whitepaper, full debugging of initial versions)
https://github.com/OlivierGeorgeon/osoyoo/tree/master/docs/overview
-PyPI package -- https://pypi.org/ -- (pending)
Note re 'Recent Publications and Presentations':
- these are simply listed sequentially as they occur
-AI/AGI-related journals, patents, software/technology-related, etc usually are indexed differently than biological/medical publications but links are provided below to full papers where possible
-MDPAC Journal articles are not indexed but links are provided to full articles (they represent continuing education to the physician psychotherapist population rather than new research)
-My work in AI is on cognitive architectures -- this is very different (and much less popular, less funding, less citations, etc) than what is known as modern "AI", i.e., machine learning of large data, large language models (e.g., ChatGPT), etc. I am knowledgeable but do not do work in those areas.
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Recent Conference Presentations Poster Presentation: Poster Presentation: Case Presentation: Poster Presentation: Poster Presentation: Nuclear Medicine Grand Rounds: Brain Spect Imaging in Psychiatry Brain Spect Imaging in Psychiatry Chair of Session: Artificial Intelligence, Pattern Recognition, Clustering and Applications Meaningful-Based Cognitive Architecture Subsymbolic Versus Symbolic Data Flow in the Meaningful-Based Cognitive Architecture Causal Cognitive Architecture 1 (CCA1): Integration of Connectionist Elements into a Navigational Framework Schneider, H.
2020 Annual International Conference on Brain-Inspired
Cognitive 2020 BICA*AI Pre-Conference August 30, 2020 Please click this link for the slides intended for the
Pre-Conference:
Levels of Intelligence in Artificial and Biological
Systems: An Improved Rating Scale
Causal Cognitive Architecture 2 (CCA2): A Solution to the
Binding Problem
Analogical Problem Solving
The Navigation Map-Based Cognitive
Architecture—A New Class of Artificial Intelligence An Inductive Analogical Solution to the Grounding Problem. 2022 Annual International Conference on Brain-Inspired Cognitive Architectures for Artificial Intelligence, Sept 22-25, 2022, held at Universidad de Guadalajara, Mexico video: https://vimeopro.com/bicasociety/bica2022/video/759325233 Architecture discussed in this presentation: CCA3/CCA4/CCA5 Winner of Award for Paper for "Best Innovative Work" at BICA*AI 2022
Alien versus Natural-like Artificial General Intelligences AGI-23: The 16th Annual AGI Conference June 2023, KTH Royal Institute of Technology, Stockholm, Sweden
A Brain-Inspired Cognitive Architecture (BICA) Approach to the Neurosymbolic Gap 2023 Annual International Conference on Brain-Inspired Cognitive Architectures for Artificial Intelligence, Oct, 2023, Ningbo University, Ningbo, China Architectures discussed in this presentation: CCA5
The Emergence of Compositionality in A Brain-Inspired Cognitive Architecture (BICA) 2023 Annual International Conference on Brain-Inspired Cognitive Architectures for Artificial Intelligence, Oct, 2023, Ningbo University, Ningbo, China Architectures discussed in this presentation: CCA6,
ChatGPT
Recent Mental Health Related Presentations GPPA 25th Annual
Conference GPPA 26th Annual Conference GPPA Winter 2014 Educational Teleconference Series OMA
Section on Primary Care Mental Health Wednesday Night Series OMA (Ontario Medical Association) Section on Primary
Care Mental Health
Recent Publications relating to Psychotherapy, Psychiatry and Neuropsychiatry Schneider, H., Bupropion as First-Line Antidepressant Treatment of Unipolar Depression?, GP Psychotherapist, ISSN 1918-381X, 2009, Vol. 16, No. 3, p 2-4. Schneider, H. Thornton, J.F., Freeman, M.A., McLean, M.K. and van Lierop, M., Case Report: Low-Dose Brain 3D SPECT Scanning, GP Psychotherapist, ISSN 1918-381X, 2009, Vol. 16, No. 4, p 9-11. Schneider, H., Pregabalin for Anxiety Disorders, GP Psychotherapist, ISSN 1918-381X, 2009, Vol. 16, No. 5, p 8-9. Schneider, H., Thornton, J., Tarzwell, R., Freeman, M., McLean, M. and van Lierop, M., 3D brain SPECT imaging as an aid in the management of resistant depression, International Journal of Psychiatry in Clinical Practice, 2010; 14(Suppl 1): 36-37 Schneider, H., GPPA 2010 Winter Educational Teleconference Series, GP Psychotherapist, ISSN 1918-381X, 2010, Vol. 17, No. 1, p 3-5. Schneider, H., Aiming for Remission in Depression – Psychotherapy plus the Combination of Antidepressant Medications at the Start of Treatment,GP Psychotherapist, ISSN 1918-381X, 2010, Vol. 17, No. 2, p 5-9. Schneider, H. and Tarzwell, R., Aripiprazole - An Atypical Atypical Antipsychotic, GP Psychotherapist, ISSN 1918-381X, 2010, Vol. 17, No. 3, p 7-8. Schneider, H., McLean, M., Freeman, M., Thornton, J., van Lierop, M. and Tarzwell, R., 3D Brain SPECT of ADHD Presenting as Borderline Personality Disorder, ADHD Attention Deficit and Hyperactivity Disorders, Vol 3, No. 2, P. 138, June 2011 Schneider, H., Management of Obsessive Compulsive Disorder, GP Psychotherapist, ISSN 1918-381X, 2011, Vol. 18, No. 1, p 7-10. Schneider, H. and Tarzwell, R., Introduction to Neuropsychiatry, GP Psychotherapist, ISSN 1918-381X, 2011, Vol. 18, No. 2, p 3-6. Schneider, H. and Tarzwell, R., Diagnosis and Management of Borderline Personality Disorder, GP Psychotherapist, ISSN 1918-381X, 2011, Vol. 18, No. 3, p 3-6. Schneider, H., Psychopharmacology Corner: Failure of Antidepressants, GP Psychotherapist, ISSN 1918-381X, 2011, Vol. 18, No. 3, p 13-14. Schneider, H., Psychopharmacology Corner: Atypicals for Dementia?, GP Psychotherapist, ISSN 1918-381X, 2012, Vol. 19, No. 1, p 5-6. Schneider, H., Management of Adult ADHD, GP Psychotherapist, ISSN 1918-381X, 2012, Vol. 19, No. 2, p 5-11. Schneider, H., Psychopharmacology Corner: Refractory OCD, GP Psychotherapist, ISSN 1918-381X, 2012, Vol. 19, No. 2, p 18-19. Schneider, H., Psychopharmacology Corner: Unstable Depression, GP Psychotherapist, ISSN 1918-381X, 2012, Vol. 19, No.32, p 12-14. Schneider, H., Psychopharmacology Corner: Extreme Anxiety, GP Psychotherapist, ISSN 1918-381X, 2013, Vol. 20, No. 1, p 9-10. Schneider, H., Psychopharmacology Corner: Traumatic Brain Injury, GP Psychotherapist, ISSN 1918-381X, 2013, Vol. 20, No. 2, p 8-10. Schneider, H., Psychopharmacology Corner: Single Episode of Antidepressant-Induced Mania, GP Psychotherapist, ISSN 1918-381X, 2013, Vol. 20, No. 3, p 8-11. Thornton, J., Schneider, H., McLean, M. et al, Improved Outcomes Using Brain SPECT Guided Treatment vs Treatment as Usual in Community Psychiatric Outpatients: a Retrospective Case-Control Study, Journal of Neuropsychiatry & Clinical Neurosciences 2014; 26:51-56. http://neuro.psychiatryonline.org/doi/abs/10.1176/appi.neuropsych.12100238 Schneider, H., Psychopharmacology Corner:
Schizoaffective Disorder, GP Psychotherapist, ISSN 1918-381X, 2014, Vol. 21, No. 1, p 10-12. Raji, C., Tarzwell, R., Pavel, D., Schneider,H., Uszler,M., Thornton,J., van Lierop, M., Cohen, P., Amen,D. and Henderson, T., (2014) Clinical Utility of SPECT Neuroimaging in the Diagnosis and Treatment of Traumatic Brain Injury: A Systematic Review. PLoS ONE 9(3): e91088. doi: 10.1371/journal.pone.0091088 http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0091088 Schneider, H., Psychopharmacology Corner: Complex Mood and Personality Disorders , GP Psychotherapist, ISSN 1918-381X, 2014, Vol. 21, No. 2, p 11 - 13. Schneider, H., Psychopharmacology Corner: Treating ADHD in the Family, GP Psychotherapist, ISSN 1918-381X, 2014, Vol. 21, No. 3, p 4 - 6. Schneider, H., Thornton, J., Freeman, M. et al, Conventional SPECT versus 3D Thresholded SPECT Imaging in the Diagnosis of ADHD: A Retrospective Study, Journal of Neuropsychiatry & Clinical Neurosciences 2014: 26:335-343. http://neuro.psychiatryonline.org/doi/abs/10.1176/appi.neuropsych.12110280 Schneider, H., Psychopharmacology Corner: Untreatable Depression, GP
Psychotherapist, ISSN 1918-381X, 2015, Vol. 22, No. 1, p 5 - 7. Schneider, H., Psychopharmacology Corner: Mild Traumatic Brain Injury, GP Psychotherapist, ISSN 1918-381X, 2015, Vol. 22, No. 3, p 3 - 7. Schneider, H., Psychopharmacology Corner: Delusional Disorder, GP Psychotherapist, ISSN 1918-381X, 2016, Vol. 23, No. 1, p 3- 6. Schneider, H., Psychopharmacology Corner: A Case of Chronic Pain, GP Psychotherapist, ISSN 1918-381X, 2016, Vol. 23, No. 2, p 4- 7. Schneider, H. and Xie, L., Algorithm and Method for Automated Acquisition of Medical History, Proceedings of 2nd International Conference on Health Informatics and Medical Systems 2016 p 159 - 160, ISBN 1-60132-437-5, CSREA Press. Schneider, H. and Xie, L., Algorithm and Method for Automated Processing of Medical E-mails, Proceedings of 2nd International Conference on Health Informatics and Medical Systems 2016 p 161-162, ISBN 1-60132-437-5, CSREA Press. Schneider, H., Psychopharmacology Corner: Tardive Dyskinesia, Medical Psychotherapy Review, ISSN 2370-3083, 2016, Vol. 23, No. 3,
p3.-7. Schneider, H., Psychopharmacology Corner: Recurrent Unipolar Depression in the Older
Patient, Medical Psychotherapy Review, ISSN 2370-3083, 2017, Vol. 24, No. 1, p 7-10. Schneider, H. and Shaw, G.Y., Psychopharmacology Corner:
Insomnia - Part 2, Medical Psychotherapy Review, ISSN 2370-3083, 2017, Vol. 24 , No. 3, p 4- 8. Schneider, H. and Shah, S., Psychopharmacology Corner: EmergencyTreatment of
Agitation, Medical Psychotherapy Review, ISSN 2370-3083, 2018, Vol. 25 , No. 1, p 7 - 11. |
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Schneider, H., Non-Hybrid Meaningful-Based Learning System Using a Configurable Network of Neural Networks. Proceedings of the 2018 International Conference on Artificial Intelligence pp
96-102; Aug 2018.
Schneider, H., Meaningful-Based Cognitive Architecture. Procedia Computer Science, 9th Annual International Conference on Biologically Inspired Cognitive Architectures, BICA 2018,edited by
Samsonovich, A.V., 2018, 145:471-480. https://www.sciencedirect.com/science/article/pii/S1877050918323974 Schneider, H., Psychopharmacology Corner: Can We Prevent Schizophrenia?, Medical Psychotherapy Review, ISSN 2370-3083, 2018, Vol. 25, No. 2, p 4 -7.https://github.com/howard8888/insomnia/blob/master/Fall%20MDPAC%202018.pdf Schneider, H., Psychopharmacology Corner: CANMAT Clinical Guidelines for the Management of Major Depressive Disorder, Medical Psychotherapy Review, ISSN 2370-3083, 2019, Vol. 26, No. 1, pp 4 - 9. https://github.com/howard8888/insomnia/blob/master/MDPAC_Spring2019_26_1.pdf
Schneider, H. (2020) Subsymbolic Versus Symbolic Data Flow in the Meaningful-Based Cognitive
Architecture. In: Samsonovich A. (eds) Biologically Inspired Cognitive Architectures 2019. BICA 2019. Advances in Intelligent Systems and Computing, vol 948. Springer, Cham
Schneider, H. (2020) Schizophrenia and the Future of Artificial Intelligence. In: Samsonovich A. (eds) Biologically Inspired Cognitive Architectures 2019. BICA 2019. Advances in Intelligent Systems and Computing, vol 948. Springer, Cham https://doi.org/10.1007/978-3-030-25719-4_62
Schneider, H. (2020) Emergence of Belief Systems and the Future of Artificial Intelligence. In: Samsonovich A. (eds) Biologically Inspired Cognitive Architectures 2019. BICA 2019. Advances in Intelligent Systems and Computing, vol 948. Springer, Cham https://doi.org/10.1007/978-3-030-25719-4_63
Schneider, H. and Kapustin, D. Psychopharmacology Corner: Diagnosing Bipolar Disorder, Medical Psychotherapy Review, ISSN 2370-3083, 2019, Vol. 26 , No. 2, pp 4
-8.
Schneider, H. The Meaningful-Based Cognitive Architecture Model of Schizophrenia, Cognitive Systems Research, 2020, vol 59 pp 73-90. https://doi.org/10.1016/j.cogsys.2019.09.019 Architecture discussed in this paper: pre/CCA1
Kapustin, D. and Schneider, H. Psychopharmacology Corner: CANMAT Guidelines for Managing Bipolar Disorder, Medical Psychotherapy Review, ISSN 2370-3083, 2020, Vol. 27 , No. 1, pp 4-10. https://github.com/howard8888/insomnia/blob/master/Journal_Spring%202020_27_1.pdf
Schneider, H. Psychopharmacology Corner: Panic Disorder, Medical Psychotherapy Review, ISSN 2370-3083, 2020, Vol. 27, No. 2, pp 4-10. https://github.com/howard8888/insomnia/blob/master/Journal_Winter_2020.pdf
Schneider, H. Causal Cognitive Architecture 1: Integration of Connectionist Elements into a Navigation-Based Framework. Cognitive Systems Research, 2021, vol 66, pp 67-81. https://github.com/howard8888/cca1_july2020/blob/master/Causal%20Cognitive%20Architecture%201.pdf https://www.sciencedirect.com/science/article/pii/S1389041720300954?via%3Dihub Architecture discussed in this paper: CCA1
Schneider, H. Psychopharmacology Corner: Health Canada Jan 6, 2021 Summary Safety Review: Post-SSRI/SNRI Sexual Dysfunction, Medical Psychotherapy Review, ISSN 2370-3083, 2021, Vol. 28, No. 1, pp 4-5.
Schneider, H. (2021). Chapter: Applying Principles from Medicine - What can AI Learn from Medicine? In Lidströmer, N., Ashrafian,
H. (Eds), Artificial Intelligence in Medicine, Springer Nature, Cham. ISBN 978-3-030-64573-1, printed version pending/electronic version in
press. pdf: https://github.com/howard8888/insomnia/blob/master/AIM_chapter_medicine_to_AI.pdf video accompanying the chapter: https://vimeo.com/573088152
Schneider, H. (2021). Chapter: Artificial Intelligence in Schizophrenia. In Lidströmer, N., Ashrafian, H. (Eds), Artificial Intelligence in Medicine, Springer Nature, Cham. ISBN 978-3-030-64573-1, printed version pending/electronic version in press. https://doi.org/10.1007/978-3-030-58080-3_214-1
Schneider, H., Psychopharmacology Corner: Deprescribing Benzodiazepine Receptor Agonists, Medical
Psychotherapy Review, ISSN 2370-3083, 2021, Vol. 28, No. 2, pp4 - 8.
Schneider, H. Causal Cognitive Architecture 2: A Solution to the Binding Problem. In: Klimov, V.V.,
Kelley, D.J. (eds) Biologically Inspired Cognitive Architectures 2021. BICA 2021. Studies in Computational Intelligence, 2022, vol 1032, Springer, Cham. video:https://www.youtube.com/watch?v=5hx9BeWjWow Architecture discussed in this paper: CCA2
Schneider, H. Causal Cognitive Architecture 3: A Solution to the Binding Problem. Cognitive Systems Research, 2022, vol 72, pp. 88-115. video tutorials (scroll down to bottom of the paper):https://doi.org/10.1016/j.cogsys.2021.10.004 Architecture discussed in this paper: CCA3
Thornton, J., Schneider, H., Cohen, P.F., DeBruin, S., Uszler, J.M., Siow, Y-H., McLean, M., van Lierop, M.J., Pavel, D.G., Henderson, T.A. Longitudinal SPECT Neuroimaging as an Indication of
Improvement in Psychiatric Disorders in A Community Practice, Frontiers in Psychiatry 2022, 13:787186. doi: 10.3389/fpsyt.2022.787186
Schneider, H. Navigation Map-Based Artificial Intelligence. AI, 2022, 3(2), 434-464. Architecture discussed in this paper: CCA4
Schneider, H., The Navigation Map-Based Cognitive Architecture—A New Class of Artificial Intelligence. In Corchado, F.F.R., Samsonovich,A.V. (eds) The 2022 Annual International Conference on Brain-Inspired Cognitive Architectures for Artificial Intelligence, Procedia Computer Science,vol 213, pp 263-270. online and article pdf: https://doi.org/10.1016/j.procs.2022.11.065 video presentation: https://vimeopro.com/bicasociety/bica2022/video/759324697 slides: https://github.com/howard8888/insomnia/blob/master/new_class_of_AI.pdf Architecture discussed in this paper: CCA3
Schneider, H. Analogical Problem Solving in a Cognitive Architecture. In Goertzel, B. et al.(eds) Artificial General Intelligence 15th International Conference, AGI 2022, Lecture Notes in Artificial Intelligence (LNAI), 13539, 2022, Springer Nature, pp. 100 - 112. https://link.springer.com/book/9783031199066 pdf: https://github.com/howard8888/insomnia/blob/master/agi2022%20proof.pdf video: https://vimeo.com/735422109 Architecture discussed in this paper: CCA3
Schneider, H. An Inductive Analogical Solution to the Grounding Problem. Cognitive Systems Research, 2023, vol 77, pp174-216. online and article pdf: https://doi.org/10.1016/j.cogsys.2022.10.005 pdf of preprint: https://github.com/howard8888/insomnia/blob/master/analogical%20inductive%20preprint.pdf prelude to this video: https://vimeopro.com/bicasociety/bica2022/video/759324697 video of presentation: https://vimeopro.com/bicasociety/bica2022/video/759325233 Architecture discussed in this paper: CCA5
Schneider, H., Boltuc, P., Alien versus Natural-like Artificial General Intelligences, In Hammer, P., Alirezaie, M., Strannegard, C. (eds) Artificial General Intelligence, AGI 2023, Lecture Notes in Artificial Intelligence - LNCS vol. 13921, Springer Nature, 2023. online: https://link.springer.com/chapter/10.1007/978-3-031-33469-6_24 preprint pdf: https://agi-conf.org/2023/2023-accepted-papers/ Architectures discussed in this paper: ChatGPT, GPT4, CCA5 Schneider, H. A Brain-Inspired Cognitive Architecture (BICA) Approach to the Neurosymbolic Gap. In Samsonovich, A.V., Liu, T. (eds) Biologically Inspired Cognitive Architectures 2023. Studies in Computational Intelligence, pp. 775-786, Springer Nature 2024. online: https://doi.org/10.1007/978-3-031-50381-8_84 preprint pdf: https://github.com/howard8888/insomnia/blob/master/neurosymbolic_bica_2023.pdf Architecture discussed in this paper: CCA5
Schneider, H. The Emergence of Compositionality in a Brain-Inspired Cognitive Architecture, Cognitive Systems Research, vol 86, 2024. online (you need a university/corporate subscription to access or else physical library access; not published under open access): https://doi.org/10.1016/j.cogsys.2024.101215 preprint pdf (free access; slightly different than peer reviewed, edited article): https://easychair.org/publications/preprint/l6wh Architecture discussed in this paper: ChatGPT, CCA6
Schneider, H. The Emergence of Enhanced Intelligence in a Brain-Inspired Cognitive Architecture, Frontiers in Computational Neuroscience, 2024, In Press. online: https://www.frontiersin.org/articles/10.3389/fncom.2024.1367712/abstract preprint pdf : https://www.researchgate.net/publication/380077320_The_Emergence_of_an_Enhanced_Intelligence_in_a_Brain-Inspired_Cognitive_Architecture Architecture discussed in this paper: CCA7
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