Today, I attend the Amazon Machine Learning Conference (AMLC2025) in Seattle downtown
There is a keynote presentation from professor Wojciech Matusik
He aim to establish an extensible, community-contributed metamaterial design platform and promote the application and research of VLM in the field of material design.
This ecosystem comprises three core components:
-
MetaDSL: A domain-specific language specifically designed for metamaterial structural design, capable of describing structural modules, geometric evolution, infill methods, etc.
-
MetaDB: A database based on the MetaDSL program. Each record includes DSL code, corresponding 3D geometry, rendered images, multi-view images, and simulated or computed physical performance.
-
MetaBench: A benchmark suite for evaluating VLM in various tasks in metamaterial design (such as structural reconstruction, physical understanding, and reverse design), providing standard tasks, input/output formats, and evaluation metrics.
In addition, this proposal also includes an interactive interface or auxiliary system (such as MetaAssist) enabling users/models to interact across language, images, code, and geometry.