Pith Number

pith:FMC6LRTR

pith:2024:FMC6LRTRND76SIU5BO3VHI2FM2

not attested not anchored not stored refs pending

When More Data Hurts: Optimizing Data Coverage While Mitigating Diversity Induced Underfitting in an Ultra-Fast Machine-Learned Potential

Ajinkya C. Hire, Chris Bishop, Jason B. Gibson, J. Matthew D. Lane, Richard G. Hennig, Tesia D. Janicki

arxiv:2409.07610 v1 · 2024-09-11 · cond-mat.mtrl-sci · cs.LG · physics.comp-ph

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\usepackage{pith}
\pithnumber{FMC6LRTRND76SIU5BO3VHI2FM2}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models

Receipt and verification

First computed	2026-07-05T09:06:12.574584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b05e5c67168ffe9229d0bb753a3456686001961fd559b34e2e3454fe58d58f2

Aliases

arxiv: 2409.07610 · arxiv_version: 2409.07610v1 · doi: 10.48550/arxiv.2409.07610 · pith_short_12: FMC6LRTRND76 · pith_short_16: FMC6LRTRND76SIU5 · pith_short_8: FMC6LRTR

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FMC6LRTRND76SIU5BO3VHI2FM2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2b05e5c67168ffe9229d0bb753a3456686001961fd559b34e2e3454fe58d58f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e27c597acd6413fc86aac33981d2831742fba7dc0b31413419b4e00b32426a55",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-09-11T20:45:44Z",
    "title_canon_sha256": "a9803437bde23c71e6722c84e235073fae30008cc36a296233da07674f68ec50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07610",
    "kind": "arxiv",
    "version": 1
  }
}