Pith. sign in
Pith Number

pith:ZVGYJBFD

pith:2021:ZVGYJBFDUBKKXAYO7DRQ4QHOLN
not attested not anchored not stored refs pending

Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets

Hanwen Wang, Paris Perdikaris, Sifan Wang

arxiv:2103.10974 v1 · 2021-03-19 · cs.LG · cs.NA · math.NA · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZVGYJBFDUBKKXAYO7DRQ4QHOLN}

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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

Receipt and verification
First computed 2026-07-05T02:24:55.611853Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cd4d8484a3a054ab830ef8e30e40ee5b5c2cfdc4e4c1a8cb905b43953d1e52e2

Aliases

arxiv: 2103.10974 · arxiv_version: 2103.10974v1 · doi: 10.48550/arxiv.2103.10974 · pith_short_12: ZVGYJBFDUBKK · pith_short_16: ZVGYJBFDUBKKXAYO · pith_short_8: ZVGYJBFD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZVGYJBFDUBKKXAYO7DRQ4QHOLN \
  | 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: cd4d8484a3a054ab830ef8e30e40ee5b5c2cfdc4e4c1a8cb905b43953d1e52e2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "90af61e9af678edba249afc5e38f4a807c2a05dd2d2c171c159f8235950d5531",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-19T18:15:42Z",
    "title_canon_sha256": "522e96d4fe14f22a8ab71e3d1467954fe0115e50b2e6a6ccbcae0aa1a058bf90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.10974",
    "kind": "arxiv",
    "version": 1
  }
}