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In multiple-input multiple-output orthogonal frequency-division multiplexing (MIMO-OFDM) systems, the spectral overhead required by orthogonal Demodulation Reference Signals (DMRS) limits overall system capacity. Traditional linear estimators experience severe degradation under high pilot sparsity or non-orthogonal superposition. To address these limitations, this thesis proposes a Physics-Guided
