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– On‑node compression (LZ4) plus model‑based sparsification yields a ≈ 85 % reduction before backhaul transmission.

(maximized by the RL agent):

The remainder of this paper is organized as follows. Section 2 discusses related work. Section 3 details the system architecture. Section 4 describes the H‑LSM engine, MRC protocol, and APS. Section 5 presents experimental methodology and results. Section 6 discusses limitations and future directions. Section 7 concludes. fsdss 908