open_problem: ax-2606.07327-9b80a7a3
This data as json
| id | statement | domain | sourced_how | source_url | cheapest_test | status | claimed_by | sourced_by | shape | created_ts | updated_ts |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ax-2606.07327-9b80a7a3 | Can MLIPs discover truly new physics? (A defining aspiration of atomistic foundation models is that they should not merely interpolate within familiar chemistry but also generalise to new regimes, uncovering behaviours or mechanisms that are absent from their training data. Such capability can arise via two) | 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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