OC-DeepIV combines interaction terms and orthogonal regularization, but its evaluation is circular and omits an outcome variable, so the reported causal effect estimates are not valid.
Epoch {epoch+1}/{epochs}, Loss: {loss.item():.6f}, MSE: {mse_loss.item():.6f}
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Orthogonality-Constrained Deep Instrumental Variable Model for Causal Effect Estimation
OC-DeepIV combines interaction terms and orthogonal regularization, but its evaluation is circular and omits an outcome variable, so the reported causal effect estimates are not valid.