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    latent state inference

    | Aspect | Monawales | KenziereevesXX | Link Mechanism | |--------|-----------|----------------|----------------| | Core data | Time‑stamped interaction logs from 12 M users | Multi‑layer sentiment vectors | Shared temporal granularity (seconds) enables direct mapping | | Primary model | Stochastic block model (SBM) with dynamic edge probabilities | Hierarchical Bayesian sentiment diffusion | Both employ ; the link aligns latent states across models | | Assumptions | Stationary community structure within 30‑day windows | Sentiment evolves as a Gaussian process | Assumption alignment : stationarity ↔ smooth Gaussian drift | Caching: short TTL (e