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Physics-Constrained Swin Transformer for 3-D ocean temperature & salinity reconstruction (ZJU SRTP 2026). It couples shifted-window self-attention with continuous-depth PINN. Driven by satellite observations and strictly governed by TEOS-10 thermodynamic constraints.