Pith Number

pith:6KJEUCPZ

pith:2025:6KJEUCPZ4Q445TUEHFCF72W42E

not attested not anchored not stored refs pending

Understanding the Capabilities of Molecular Graph Neural Networks in Materials Science Through Multimodal Learning and Physical Context Encoding

Can Polat, Erchin Serpedin, Hasan Kurban, Mustafa Kurban

arxiv:2505.12137 v1 · 2025-05-17 · cs.LG · cond-mat.mtrl-sci

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6KJEUCPZ4Q445TUEHFCF72W42E}

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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

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Receipt and verification

First computed	2026-07-05T11:04:59.166252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2924a09f9e439cece8439445feadcd12ae438b4aa5635874b6fa410837a97ec

Aliases

arxiv: 2505.12137 · arxiv_version: 2505.12137v1 · doi: 10.48550/arxiv.2505.12137 · pith_short_12: 6KJEUCPZ4Q44 · pith_short_16: 6KJEUCPZ4Q445TUE · pith_short_8: 6KJEUCPZ

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/6KJEUCPZ4Q445TUEHFCF72W42E \
  | 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: f2924a09f9e439cece8439445feadcd12ae438b4aa5635874b6fa410837a97ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a766f648bc9016c9bf234192f55d9411396381a0ddba630fa91a80c9e6a75878",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-17T20:42:16Z",
    "title_canon_sha256": "f3888ac774b6dff654b8464864c62f3bc493a91814bfb1306b9ebe6c00ecf16e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12137",
    "kind": "arxiv",
    "version": 1
  }
}