Spectra defines and controls effective capacity in graph embeddings via the Shannon effective rank of a trace-normalized kernel spectrum, making capacity a post-fit property rather than a pre-training hyperparameter.
Hm-ldm: A hybrid-membership latent distance model
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Graph nodes are embedded as simplex compositions via ILR coordinates in Aitchison geometry to obtain interpretable representations that support component restriction and competitive task performance.
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