Hypergraph Lotka-Volterra competition produces the same outcome categories (WTA, WSA, VWTA) as pairwise models, with the specific outcome determined by inhibition ratios and inputs rather than hypergraph details.
A winner-take-all Lotka–Volterra recurrent neural network with only one winner in each row and each column,
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Invariance of Competition Outcomes in Hypergraph Competitive Dynamics
Hypergraph Lotka-Volterra competition produces the same outcome categories (WTA, WSA, VWTA) as pairwise models, with the specific outcome determined by inhibition ratios and inputs rather than hypergraph details.