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Official implementation of "Hierarchical Multimodal Fusion with Phased Training for Automated Pain Recognition" — ACIIW 2025. Fuses physiological signals, 4 video streams & audio via cross-modal attention and a learnable ensemble with a 3-phase training curriculum.