Paper, visual sources and credits
A pretraining-finetuning computational framework for material homogenization
International Journal of Mechanical Sciences · 2026
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84 seconds. Original procedural illustrations. Only scenes marked as redrawn data use reported paper values; other scenes are conceptual, not newly run simulations. No narration. Music: We Never by Shiji Official, from the user-provided reference, edited with fades. Visual direction references Bit Xinyu's public films Emergence and Razor. Scientific content and graphics are independently developed from each paper. Page numbers refer to the local PDF.
- Opening: PDF abstract and 3D TPMS examples
- The question: PDF abstract and pretraining method
- Title: PDF p. 1
- The idea: PDF abstract and pretraining method
- The mechanism: PDF pp. 13, 19 · Iterative refinement
- Evidence: Data redrawn · PDF p. 14 · Table 3
- Scope and limits: PDF p. 19 · Conclusions and limitations
- The takeaway: Source: paper · Conceptual microstructure
- Closing: Source: paper