Tag: materials-science

All the writing and notes filed under "materials-science" — 1 entry.

• First-Class Per-Site Importance in Materials: Attention-MIL on a Frozen Pretrained Backbone→

  19 May 2026

  · 51 min ·

  • #machine-learning
  • #materials-science
  • #foundation-models
  • #attention-mil
  • +4
  • +2

  Gated attention-MIL on a frozen UMA-s-1p2 backbone for materials property prediction. Top-3 recall 70.3% on a 12-entry curated active-site set vs 9.8% null; AOPC faithfulness win over post-hoc methods. Manuscript in prep for ICML 2027.