asmoses

MOSES Machine Learning: Meta-Optimizing Semantic Evolutionary Search for the AtomSpace (https://github.com/opencog/atomspace) (by opencog)

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asmoses reviews and mentions

Posts with mentions or reviews of asmoses. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-01-23.
  • Show HN: Codemodder – A new codemod library for Java and Python
    7 projects | news.ycombinator.com | 23 Jan 2024
    Thanks for your reply!

    I think they called it an FST "Full Syntax Tree", which is probably very similar to a CST "Concrete Syntax Tree". At the time that moses was written, Python's internal AST hadn't sufficient code to mutate sufficiently for moses' designs.

    MOSES: Meta-Optimizing Semantic Evolutionary Search :

    https://wiki.opencog.org/w/Meta-Optimizing_Semantic_Evolutio... :

    > All program evolution algorithms tend to produce bloated, convoluted, redundant programs ("spaghetti code"). To avoid this, MOSES performs reduction at each stage, to bring the program into normal form. The specific normalization used is based on Holman's "elegant normal form", which mixes alternate layers of linear and non-linear operators. The resulting form is far more compact than, say, for example, boolean disjunctive normal form. Normalization eliminates redundant terms, and tends to make the resulting code both more human-readable, and faster to execute.

    > The above two techniques, optimization and normalization, allow MOSES to outperform standard genetic programming systems.

    https://github.com/opencog/asmoses

    MOSES outputs Combo (a LISP), Python as an output transform IIUC, and now Atomese with asmoses, which links to a demo notebook: https://robert-haas.github.io/mevis-docs/code/examples/moses...

    Evolutionary algorithm > Convergence: https://en.wikipedia.org/wiki/Evolutionary_algorithm#Converg...

    /? mujoco learning to walk [with evolutionary selection / RL Reinforcement Learning]

  • Knowledge Graph Reasoning Based on Attention GCN
    1 project | news.ycombinator.com | 28 Dec 2023
    https://news.ycombinator.com/item?id=38744177 :

    > - Indicate degree of confidence in annotation (note that AGI hypergraph systems have TruthValue and also AttentionValue, like attention networks

    From " https://news.ycombinator.com/item?id=23787359 :

    > How does this compare to MOSES (OpenCog/asmoses) or PLN? https://github.com/opencog/asmoses https://scholar.google.com/scholar?hl=en&as_sdt=0%2C43&q=%22... (2007)

    From https://news.ycombinator.com/item?id=35810320 :

    > Is there a better way to publish Linked Data with existing tools like LaTeX, PDF, or Word? Which support CSVW? Which support RDF/RDFa/JSON-LD?

Stats

Basic asmoses repo stats
3
37
7.8
7 months ago

opencog/asmoses is an open source project licensed under GNU General Public License v3.0 or later which is an OSI approved license.

The primary programming language of asmoses is C++.

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