Pith. sign in
Pith Number

pith:PCZGSQ2A

pith:2025:PCZGSQ2A7LVYTOEFLHFC2JMAQV
not attested not anchored not stored refs pending

Hierarchical Dimensionless Learning (Hi-{\pi}): A physics-data hybrid-driven approach for discovering dimensionless parameter combinations

Haitao Lin, Mingkun Xia, Weiwei Zhang

arxiv:2507.18332 v1 · 2025-07-24 · physics.flu-dyn · cs.LG · physics.data-an

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PCZGSQ2A7LVYTOEFLHFC2JMAQV}

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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.
Receipt and verification
First computed 2026-07-05T11:42:46.228389Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

78b2694340faeb89b88559ca2d2580855585e7ba935d4510cfddfb159524e888

Aliases

arxiv: 2507.18332 · arxiv_version: 2507.18332v1 · doi: 10.48550/arxiv.2507.18332 · pith_short_12: PCZGSQ2A7LVY · pith_short_16: PCZGSQ2A7LVYTOEF · pith_short_8: PCZGSQ2A
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PCZGSQ2A7LVYTOEFLHFC2JMAQV \
  | 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: 78b2694340faeb89b88559ca2d2580855585e7ba935d4510cfddfb159524e888
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85e69c2140e008bb5016edd20ed4f433769ab811ddec5e66e000825d4f650e84",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2025-07-24T11:59:10Z",
    "title_canon_sha256": "a7c03dec8058f7ef8d99eca43dd1cddfbee3947e22c041d45a496a2127768d70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18332",
    "kind": "arxiv",
    "version": 1
  }
}