Local softmax with no-disturbance in non-Boolean event structures parametrizes the strictly positive admissible-weight polytope, with exotic weights arising from the structure itself.
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PAM, a complex-valued associative memory model, exhibits steeper power-law scaling in loss and perplexity than a matched real-valued baseline when trained on WikiText-103 from 5M to 100M parameters.
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Local Softmax and Global Weights in Non-Boolean Event Structures
Local softmax with no-disturbance in non-Boolean event structures parametrizes the strictly positive admissible-weight polytope, with exotic weights arising from the structure itself.
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Phase-Associative Memory: Sequence Modeling in Complex Hilbert Space
PAM, a complex-valued associative memory model, exhibits steeper power-law scaling in loss and perplexity than a matched real-valued baseline when trained on WikiText-103 from 5M to 100M parameters.