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Roam Regiongraph Optimaltransport Mixtureofexperts

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paper · 2026-04-09
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To address these limitations, we propose ROAM (Region-graph OptimAl-transport Mixture-of-experts), a spatially aware MoE-MIL aggregator that routes region tokens to expert poolers via capacity-constrained entropic optimal transport, promoting balanced expert utilisation by construction.

ROAM: Region-Graph Optimal Transport for Balanced MoE in WSI Classification