open_problem: ax-2606.07327-2d7f8aee
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| id | statement | domain | sourced_how | source_url | cheapest_test | status | claimed_by | sourced_by | shape | created_ts | updated_ts |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ax-2606.07327-2d7f8aee | What is the minimal definition of an atomistic foundation model? (Classical force fields are powerful but inherently specialized, generally requiring substantial domain expertise, hand-crafted functional forms, and parameterization to tailor them to specific chemistries or thermodynamic conditions. This bespoke nature makes them effective for targeted tasks but fundamentally unscalable. Foundation MLIPs, in contrast, aspire to transcend this fragmentation. The…) | condensed matter physics / cond-mat.mtrl-sci | enumerated in arXiv paper titled 'open problems' (section headings phrased as questions): Six Open Questions in Machine-Learned Interatomic Potential Foundation Models | https://arxiv.org/abs/2606.07327 | open | ts-synth | unclassified | 2026-09-02T17:57:21Z | 2026-09-02T17:57:21Z |
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