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5. Loss Functions

  • Reconstruction loss: L_rec = ||ŝ - s||_1 (or robust L1-L2 mix).
  • Topology-aware loss: L_topo as above.
  • Orientation coherence: L_orient = 1 - mean(cos(Δθ_local)).
  • Sparsity & spectral: L_sparse = ||W(ŝ)||_1 (wavelet coefficients).
  • Total: L = α L_rec + β L_topo + γ L_orient + δ L_sparse + λ ||θ||^2.