en·do·poi·et·ic
/ˌɛn.doʊ.pɔɪˈɛt.ɪk/adjective
Of a system: building its own internal structure from within.
From Greek endon, “within”, and poiēsis, “making”. Compare autopoietic, self-making.
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- Learning without backpropHebbian rules, predictive coding, forward-only and evolutionary learning, benchmarked fairly.
- Memory & the hippocampusGrid cells, attractor networks, and associative memory that learns online.
- Self-supervised world modelsJoint-embedding predictive architectures, from images to agents that learn skills.
- Dynamical systems & timeKoopman operators, HiPPO memories, and forecasting chaotic systems.
- Generation & pattern formationAudio codecs, self-organizing codebooks, diffusion, and growth models from biology.
- Mathematical foundationsCompression, fractal geometry and information geometry of learning systems.