Pith Number

pith:U3XPIHHO

pith:2024:U3XPIHHOPSJ5OBFKTT7AEN4Q3N

not attested not anchored not stored refs pending

Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Andrea Madotto, Andrew Gordon Wilson, Anuroop Sriram, C. Lawrence Zitnick, Nate Gruver, Zachary Ulissi

arxiv:2402.04379 v2 · 2024-02-06 · cs.LG · cond-mat.mtrl-sci

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\usepackage{pith}
\pithnumber{U3XPIHHOPSJ5OBFKTT7AEN4Q3N}

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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

12 papers in Pith

Atomistic Language Models Understand and Generate Materials

LLM-Guided Test-Time Discovery of Quantum-Chemical Approximation Algorithms

General-purpose LLMs as Constrained Crystal Composition Generators

Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement

Composable Crystals: Controllable Materials Discovery via Concept Learning

Receipt and verification

First computed	2026-07-05T11:42:20.314670Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6eef41cee7c93d704aa9cfe023790db5fee0e4382756f58c06c952be5961d6a

Aliases

arxiv: 2402.04379 · arxiv_version: 2402.04379v2 · doi: 10.48550/arxiv.2402.04379 · pith_short_12: U3XPIHHOPSJ5 · pith_short_16: U3XPIHHOPSJ5OBFK · pith_short_8: U3XPIHHO

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/U3XPIHHOPSJ5OBFKTT7AEN4Q3N \
  | 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: a6eef41cee7c93d704aa9cfe023790db5fee0e4382756f58c06c952be5961d6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6b53e8ea4c4b2cb8a0689e1d1b02cb8c305bc2ddd1b7a13f07822fa26ff9523",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T20:35:28Z",
    "title_canon_sha256": "b49516fd757773a339748090b876a60139d0aeb8494b0fea077468030514fe41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04379",
    "kind": "arxiv",
    "version": 2
  }
}