- From: Milton Ponson <rwiciamsd@gmail.com>
- Date: Sun, 23 Nov 2025 13:58:45 -0400
- To: paoladimaio10@googlemail.com
- Cc: W3C AIKR CG <public-aikr@w3.org>
- Message-ID: <CA+L6P4wmruLCN48MfUipJtXO+vxUvcJAOM_zStCrQU-o0q9iXA@mail.gmail.com>
I am glad you mentioned this article to us. I will try over the coming weeks to compile a list of articles that outline all perspectives on knowledge representation and try to relate them to the computational version. Milton Ponson Rainbow Warriors Core Foundation CIAMSD Institute-ICT4D Program +2977459312 PO Box 1154, Oranjestad Aruba, Dutch Caribbean On Sun, Nov 23, 2025, 13:35 Paola Di Maio <paola.dimaio@gmail.com> wrote: > > Just to remind everyone that KR was not invented here > > It has been around more than half a century. when AI sounded like fiction > For newcomers, it could be worth compiling their own lit > review/bibliography, and share it here > Everyone comes to KR from a different perspective > > I briefly met Minsky and Papert btw (and other pioneers in AI) long before > taking an interest in the subject > As a freelance science and technology correspondent in London > > The body of knowledge for KR is vast, but it seems that the first time > the expression was used was in this paper by Minsky > which still makes a good read > > *A Framework for Representing Knowledge* > > https://courses.media.mit.edu/2004spring/mas966/Minsky%201974%20Framework%20for%20knowledge.pdf > > While earlier, less formal uses may exist in technical memos, Minsky's > paper is consistently recognized as the document that established the *problem > of knowledge representation* as a central concern for AI, making it the > practical "first instance" citation. > > By following a chain of thought I dug up a copy of Seymour Papert's book > *Mindstorms* > https://worrydream.com/refs/Papert_1980_-_Mindstorms,_1st_ed.pdf > > KR has evolved since somewhat, But FOL *first order logic, remains the > same > > For a long time we were concerned about making knowledge machine readable > Now we are concerned about making machine logic understandable for humans > > We have seen neurosymbolic KR, and we are now witnessing neurosymbolic > knowledge representation converging with knowledge representation learning > > CG participants wishing to make contributions to the field of KR, and > propose new directions > are welcome to share their papers, books and demos, possibly > explaining how their work advances the state of the art in KR as we know > it thus far > > Stay warm > > PDM > > > Below some of my working notes, for reference only > - > > *Di Maio, P.* (2025). *"The Convergence Between Neurosymbolic AI and > Knowledge Representation Learning."* (DOI: > 10.6084/m9.figshare.30426802.v1) > - > > *Di Maio, P.* (2025). *Convergence of Neurosymbolic AI and Knowledge > Representation Learning: Lecture Notes*. (DOI: > 10.6084/m9.figshare.30646106) > - > > *Di Maio, P.* (2025). *"Truth Maintenance in Knowledge Representation > Learning."* > - > > *Di Maio, P.* (2022). *"Metamodel Card for System Level Neurosymbolic > Integration."* *.* (DOI: 10.6084/m9.figshare.19567624) > - > > *Di Maio, P.* (2023). *"Towards a Web Standard for Neuro-Symbolic > Integration and Knowledge Representation Using Model Cards."* In *Data > Science with Semantic Technologies*, Taylor & Francis. > > > > > > >
Received on Sunday, 23 November 2025 17:59:02 UTC