Pith Number

pith:Z7STES4W

pith:2024:Z7STES4WTKPBEBLEJPGWQCWUTQ

not attested not anchored not stored refs pending

Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems

Alireza Ghafarollahi, Markus J. Buehler

arxiv:2410.13768 v1 · 2024-10-17 · cond-mat.mtrl-sci · cond-mat.dis-nn · cond-mat.mes-hall · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z7STES4WTKPBEBLEJPGWQCWUTQ}

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

1 paper in Pith

Generative Artificial Intelligence Extracts Structure-Function Relationships from Plants for New Materials

Receipt and verification

First computed	2026-07-05T09:22:05.418948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfe5324b969a9e1205644bcd680ad49c065d27a9df8f3c7b611c30ec251cdd44

Aliases

arxiv: 2410.13768 · arxiv_version: 2410.13768v1 · doi: 10.48550/arxiv.2410.13768 · pith_short_12: Z7STES4WTKPB · pith_short_16: Z7STES4WTKPBEBLE · pith_short_8: Z7STES4W

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/Z7STES4WTKPBEBLEJPGWQCWUTQ \
  | 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: cfe5324b969a9e1205644bcd680ad49c065d27a9df8f3c7b611c30ec251cdd44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "845ac09d588d55006228f813c295f1eb4f15ed0d8b1f91f9067107aaf8a165d6",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.mes-hall",
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-10-17T17:06:26Z",
    "title_canon_sha256": "9d6ef7a51b447104ae74806d46584afb1cfb62b2b26beee83b9d602bf8085187"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13768",
    "kind": "arxiv",
    "version": 1
  }
}