Product of Experts as Scalable Local Learning (Per-Stage) Product of Experts (PoE) replaces backprop's global state with local learning, validated at 1.5B across five modularity axes. cognica/Cognica-PoE-v1.0-3B-base Text Generation • 3B • Updated May 7 • 193 cognica/Cognica-PoE-v1.0-3B-base-continual-learning Text Generation • 3B • Updated May 18 • 41 • 5 cognica/Cognica-PoE-v1.0-1.5B-base Text Generation • 2B • Updated May 13 • 7
Product of Experts as Scalable Local Learning 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 • 19 cognica/Cognica-PoE-v1.0-1.3B-stage-code Text Generation • Updated Apr 20 • 13 cognica/Cognica-PoE-v1.0-1.3B-stage-chat Text Generation • Updated Apr 20 • 12 cognica/Cognica-PoE-v1.0-1.3B-stage-math Text Generation • Updated Apr 20 • 8
Product of Experts as Scalable Local Learning (Per-Stage) Product of Experts (PoE) replaces backprop's global state with local learning, validated at 1.5B across five modularity axes. cognica/Cognica-PoE-v1.0-3B-base Text Generation • 3B • Updated May 7 • 193 cognica/Cognica-PoE-v1.0-3B-base-continual-learning Text Generation • 3B • Updated May 18 • 41 • 5 cognica/Cognica-PoE-v1.0-1.5B-base Text Generation • 2B • Updated May 13 • 7
Product of Experts as Scalable Local Learning 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 • 19 cognica/Cognica-PoE-v1.0-1.3B-stage-code Text Generation • Updated Apr 20 • 13 cognica/Cognica-PoE-v1.0-1.3B-stage-chat Text Generation • Updated Apr 20 • 12 cognica/Cognica-PoE-v1.0-1.3B-stage-math Text Generation • Updated Apr 20 • 8
