Resources: hybrid neural-symbolic (neurosymbolic) systems

HYBRID SYSTEMS RESOURCES

• • A recent talk on hybrid neural-symbolic (or neurosymbolic) systems (at a Dagstuhl symposium, 2021)

Old items:

• • An introduction to hybrid neural-symbolic (or neurosymbolic) systems ("Artificial Intelligence: Symbolic and Connectionist Approaches", by Ron Sun, an entry in International Encyclopedia of Social and Behavioral Sciences. Elsevier, UK. 2001.)

  • Surveys of hybrid systems:

    • An article by Ron Sun: Hybrid systems and connectionist implementationalism (appeared in: Encyclopedia of Cognitive Science, pp.697-703. Nature Publishing Group (MacMillan). 2002),

    • An article by Ron Sun (appeared in: Connectionist-Symbolic Integration. Lawrence Erlbaum Associates. 1997),

    • An article by S. Wermter and R. Sun (appeared in: S. Wermter and R. Sun, eds. Hybrid Neural Systems. Springer-Verlag, Heidelberg. 2000),

    • An article by A. Browne and R. Sun (appeared in: Expert Systems, Vol.16, No.3, 189-207. 1999),

    • Another article by A. Browne and R. Sun (appeared in: Neural Networks, 2001).

    • An article by McGarry et al. (appeared in: Neural Computing Surveys)

  • The Bibliography on Connectionist Symbolic Integration (edited by Ron Sun, appeared in the book Computational Architectures Integrating Symbolic and Connectionist Processing. published by Kluwer, 1994).

  • The on-line Bibliography on Connectionist/Symbolist Integration from Lehigh

  • Hybrid model resources from Iowa State U.

  • Hybrid model for control from Universität Trier

  • Hybrid systems sites from NUS

  • Hybrid systems FAQ from Otago

  • Neural-symbolic.org

  • Evolutionary design of neural architectures:

    • A preliminary taxonomy and guide to literature by Balakrishnan, K. and Honavar, V. (Postscript File).

    • EDNA bibliography (.bib File) by V. Honavar

  • Neuro-fuzzy systems: review and prospects. by Detlef Nauck (1997)

  • Neural Fuzzy Systems by Robert Fullé (1995)

  • Hybrid Reinforcement Learning

  • Ron Sun's publication in this area. See also http://homepages.hass.rpi.edu/~rsun

  • Hybrid model resources from Lehigh. Or here.

  • Hybrid List

Journals:

• • International Journal of Hybrid Intelligent Systems

  • Cognitive Systems Research

Conferences, workshops, and/or journal special issues:

• • Integration of symbolic and connectionist systems. Special issue of the journal Cognitive Systems Research, 2001

  • The IJCAI'99 Workshop on Neural, Symbolic, and Reinforcement Methods for Sequence Learning. during IJCAI'99, Stockholm, 1999.

  • The NIPS Workshop on Hybrid Neural Symbolic Integration. during NIPS'98. 1998.

  • The special issue of IEEE TNN on Neural Networks and Hybrid Intelligent Models. 1998.

  • The Workshop on Computational Cognitive Modeling: The Source of Power. during AAAI'96 in Portland, Oregon. 1996.

  • The Workshop on Connectionist Symbolic Integration. during IJCAI'95 in Montreal, Canada. 1995.

Books:

• • Duality of the Mind. published by Lawrence Erlbaum Associates, 2002.

  • Integrating Rules and Connectionism for Robust Commonsense Reasoning. published by John Wiley and Sons, 1995.

  • Hybrid Neural Systems. published by Springer-Verlag, Heidelberg. 2000.

  • Connectionist Symbolic Integration. published by Lawrence Erlbaum Associates, 1997.

  • Computational Architectures Integrating Symbolic and Connectionist Processing. published by Kluwer Academic Publishers, 1994.

  • Sequence Learning: Paradigms, Algorithms, and Applications. published by Springer-Verlag. 2000.