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The shared encoder is the unmodified ``StructTensorEncoder`` from A3. Scale embeddings are ``nn.Embedding(3, time_embed_dim)`` with near-zero initialisation, so at warm-start the scale vectors ...

instead of 3 (per A11 spec: 4 features x 3 scales): Input: [B, 12, H, W] Conv1: [B, 64, H, W] (stride 1, padding 1) + GroupNorm + SiLU Conv2: [B, 128, H/2, W/2 ...

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