by james_chu on 6/12/24, 2:39 AM with 1 comments
These micro-models are independent and can run on CPUs, with a high degree of automation that allows them to identify problems and dynamically combine with other micro-models to complete larger tasks.
This approach would allow for the creation of flexible model ensembles that can be easily disassembled into their constituent micro-models."
by mindcrime on 6/12/24, 3:29 AM
Will it actually turn out that way? Who's to say? But if I had a gun to my head and had to guess, I'd guess that future AI's will incorporate some sort of "multiple models" approach where some may be very big, some may be very small, and some may not even be "models" at all, but rather components that do symbolic reasoning using Rete[7] or forward/backward chaining[8][9], or SAT resolution[10] or something.
[1]: https://en.wikipedia.org/wiki/Society_of_Mind
[2]: https://en.wikipedia.org/wiki/Blackboard_system
[3]: https://en.wikipedia.org/wiki/Multi-agent_system
[4]: https://en.wikipedia.org/wiki/Ensemble_learning
[5]: https://arxiv.org/html/2401.02994v3
[6]: https://en.wikipedia.org/wiki/Mixture_of_experts
[7]: https://en.wikipedia.org/wiki/Rete_algorithm
[8]: https://en.wikipedia.org/wiki/Forward_chaining
[9]: https://en.wikipedia.org/wiki/Backward_chaining
[10]: https://en.wikipedia.org/wiki/Boolean_satisfiability_problem