Pith Number

pith:QHPGKJL2

pith:2025:QHPGKJL2ISZHHZ3SYVSAZG2FYU

not attested not anchored not stored refs pending

Harnessing Equivariance: Modeling Turbulence with Graph Neural Networks

Andrea Beck, Benjamin Sanderse, Marius Kurz

arxiv:2504.07741 v1 · 2025-04-10 · physics.flu-dyn · 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{QHPGKJL2ISZHHZ3SYVSAZG2FYU}

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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

Deep Wave Network for Modeling Multi-Scale Physical Dynamics

Receipt and verification

First computed	2026-07-05T10:47:14.100016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81de65257a44b273e772c5640c9b45c51fe1e5b57c2b824dde58e9e6747aa177

Aliases

arxiv: 2504.07741 · arxiv_version: 2504.07741v1 · doi: 10.48550/arxiv.2504.07741 · pith_short_12: QHPGKJL2ISZH · pith_short_16: QHPGKJL2ISZHHZ3S · pith_short_8: QHPGKJL2

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/QHPGKJL2ISZHHZ3SYVSAZG2FYU \
  | 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: 81de65257a44b273e772c5640c9b45c51fe1e5b57c2b824dde58e9e6747aa177

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4861e8ecd66b38740af46a1e7f02c03bbdee67a4581013844e5ca4e6383dc141",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2025-04-10T13:37:54Z",
    "title_canon_sha256": "fa1cde0a0c3b953781aba88db58a1c6b3e60e4c84db82ff696cf89a2390524cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07741",
    "kind": "arxiv",
    "version": 1
  }
}