Variable \(X_i\): Factored representation of each state. Domain \(D_i\): Set of allowable values for variable \(X_i\). Constraint \(C_i\): Consists of tuple of variables that participate in the ...

I make short, to-the-point online math tutorials. I struggled with math growing up and have been able to use those experiences to help students improve in math through practical applications and tips.

"""SOFAI Sampling Strategy Example: Graph Coloring Problem. This example demonstrates the SOFAI (Slow and Fast AI) sampling strategy using a graph coloring constraint satisfaction problem. In this ...

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Abstract: The current 5G network is expected to have a densely populated architecture comprising radio-enabled Service Provider (SP) and heterogeneous User Equipment (UE). Addressing the real-time ...

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Demonstrates staged extraction (extraction_contract="staged") for many-to-one LLM processing. Staged runs: catalog from template → ID pass (skeleton) → fill pass (bottom-up) → merge. Useful for ...