Pith Number

pith:4ESKQK7U

pith:2024:4ESKQK7ULIPGIFP24UMPNOMX4Y

not attested not anchored not stored refs pending

Scalable Training of Trustworthy and Energy-Efficient Predictive Graph Foundation Models for Atomistic Materials Modeling: A Case Study with HydraGNN

Ashwin M. Aji, David Rogers, Jonghyun Bae, Jong Youl Choi, Jorda Polo, Karl W. Schulz, Khaled Z. Ibrahim, Kshitij Mehta, Massimiliano Lupo Pasini, Pei Zhang, Prasanna Balaprakash

arxiv:2406.12909 v4 · 2024-06-12 · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ESKQK7ULIPGIFP24UMPNOMX4Y}

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.

Receipt and verification

First computed	2026-07-05T10:42:59.829489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e124a82bf45a1e6415fae518f6b997e622749dbfd0d970c2a2902ddae7d038c5

Aliases

arxiv: 2406.12909 · arxiv_version: 2406.12909v4 · doi: 10.48550/arxiv.2406.12909 · pith_short_12: 4ESKQK7ULIPG · pith_short_16: 4ESKQK7ULIPGIFP2 · pith_short_8: 4ESKQK7U

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/4ESKQK7ULIPGIFP24UMPNOMX4Y \
  | 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: e124a82bf45a1e6415fae518f6b997e622749dbfd0d970c2a2902ddae7d038c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01a6e284724e03e9d033d2166a2a204a26541d8ce60b994be292e12ed84b9fc5",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-12T21:21:42Z",
    "title_canon_sha256": "eaa512300a89c9d70045fc23606a2ed02adca89a56fe1980e04e7205e6e2f797"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12909",
    "kind": "arxiv",
    "version": 4
  }
}