Pattern-Chain UM: BPC by N-gram Order
Skip-k-gram: BPC vs Number of Offsets
4 skip offsets [1,8,20,3] nearly match 12 contiguous, with 9x fewer patterns.
SN Export: Pattern Counts by Weight Layer
Export Gap: Quantization BPC by Resolution
W_h is the bottleneck: 0.80 bpc from quantization alone. 8-bit is chaotic.
Bottleneck Effect: Strength Ratio by Order
RNN chain strength / UM strength drops from 0.73 (bigrams) to 0.31 (order 11).
Weight Construction vs Training: Train/Test BPC
Hub Neurons in W_hh Network
h100: 72 connections (56% of neurons). h9: strongest self-connection (w=-1.25, oscillator).
Greedy Offset Selection Order
Offset 8 chosen before 2: complementary MI, not autocorrelation.