
Figure 2. LPIPS Stability (all 8 experiments). Figure 3. Mean grad norms per block (all 8 experiments). 1. Gradient Clipping – a critically important component.The most contrasting result was obtained without gradient norm clipping (no_grad_clip). The Directional CLIP Loss graph (Fig. 1) shows that without Gradient Clipping, the error remains high (0.78–0.85) with no steady decrease, whereas in the baseline it drops to 0.66–0.72.StyleGAN2 has an enormous n













