Product of Experts as Scalable Local Learning - a cognica Collection

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Product of Experts as Scalable Local Learning (Per-Stage)

Product of Experts as Scalable Local Learning

Product of Experts as Scalable Local Learning

updated Apr 22

Product of Experts (PoE) replaces backprop's global state with local learning, validated at 1.3B across five modularity axes.

cognica/Cognica-PoE-v1.0-1.3B-base

Text Generation • 1B • Updated Apr 20 • 140
cognica/Cognica-PoE-v1.0-1.3B-stage-code

Text Generation • Updated Apr 20 • 130
cognica/Cognica-PoE-v1.0-1.3B-stage-chat

Text Generation • Updated Apr 20 • 128
cognica/Cognica-PoE-v1.0-1.3B-stage-math

Text Generation • Updated Apr 20 • 131
cognica/Cognica-PoE-v1.0-1.3B-stage-tool

Text Generation • Updated Apr 20 • 126
cognica/Cognica-PoE-v1.0-1.3B-stage-summary

Summarization • Updated Apr 22 • 1
cognica/Cognica-PoE-v1.0-1.3B-stage-ner

Token Classification • Updated Apr 22 • 2