neurosymbolic topic

List neurosymbolic repositories

pyClarion

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Experimental Python implementation of the Clarion cognitive architecture

A curated paper list on neural symbolic and probabilistic logic.

retomaton

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4
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PyTorch code for the RetoMaton paper: "Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval" (ICML 2022)

scallop

189
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Framework and Language for Neurosymbolic Programming. Join Our Discord: https://discord.gg/RavzdND229

pyreason

174
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An explainable inference software supporting annotated, real valued, graph based and temporal logic

HybridAGI

683
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The Programmable Cypher-based Neuro-Symbolic AGI that lets you program its behavior using Graph-based Prompt Programming: for people who want AI to behave as expected

deepdistilling

76
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Mechanistically interpretable neurosymbolic AI (Nature Comput Sci 2024): losslessly compressing NNs to computer code and discovering new algorithms which generalize out-of-distribution and outperform...

mowl

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4
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mOWL: Machine Learning library with Ontologies

VAEL

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Codebase for VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming

reasoning-shortcuts

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Codebase for the paper: Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts