2 papers
cs.CV2025
MetaGen: A DSL, Database, and Benchmark for VLM-Assisted Metamaterial Generation
Liane Makatura, Benjamin Jones, Siyuan Bian +1
Metamaterials are micro-architected structures whose geometry imparts highly tunable-often counter-intuitive-bulk properties. Yet their design is difficult because of geometric com…
cs.LG2023
Domain Invariant Learning for Gaussian Processes and Bayesian Exploration
Xilong Zhao, Siyuan Bian, Yaoyun Zhang +5
Out-of-distribution (OOD) generalization has long been a challenging problem that remains largely unsolved. Gaussian processes (GP), as popular probabilistic model classes, especia…