Pith Number

pith:4W4VIGHU

pith:2025:4W4VIGHUSWVDL7NB4AEVIOOJX4

not attested not anchored not stored refs pending

AI-driven materials design: a mini-review

Abhijatmedhi Chotrattanapituk, Artittaya Boonkird, Chu-Liang Fu, Mingda Li, Mouyang Cheng, Nguyen Tuan Hung, Ryotaro Okabe

arxiv:2502.02905 v1 · 2025-02-05 · cond-mat.mtrl-sci · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4W4VIGHUSWVDL7NB4AEVIOOJX4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

Substitution-Based Analysis of Structural Novelty for Generative Models of Materials

Charting the emergent low-dimensional manifold of quantum materials

General-purpose LLMs as Constrained Crystal Composition Generators

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry

Receipt and verification

First computed	2026-07-05T10:09:56.596651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5b95418f495aa35fda1e0095439c9bf14c4abfddea9f69c4d644f165bf9af9d

Aliases

arxiv: 2502.02905 · arxiv_version: 2502.02905v1 · doi: 10.48550/arxiv.2502.02905 · pith_short_12: 4W4VIGHUSWVD · pith_short_16: 4W4VIGHUSWVDL7NB · pith_short_8: 4W4VIGHU

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/4W4VIGHUSWVDL7NB4AEVIOOJX4 \
  | 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: e5b95418f495aa35fda1e0095439c9bf14c4abfddea9f69c4d644f165bf9af9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30a93a46e16f151c1cfa76234915f3a5094070734c231fb0bb1b73ddac6d6d9a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-05T05:59:15Z",
    "title_canon_sha256": "91147e50e718fac3bce291bb56ac93fe2d9af6ea468a1496d1cd3de8abe5601e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02905",
    "kind": "arxiv",
    "version": 1
  }
}