Pith Number

pith:Y37VM2YQ

pith:2023:Y37VM2YQVAXDHSCZPME5BBAUXP

not attested not anchored not stored refs pending

On the Stability and Convergence of Physics Informed Neural Networks

Charalambos G. Makridakis, Dimitrios Gazoulis, Ioannis Gkanis

arxiv:2308.05423 v2 · 2023-08-10 · math.NA · cs.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y37VM2YQVAXDHSCZPME5BBAUXP}

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.

Cited by

1 paper in Pith

A review of quantum machine learning and quantum-inspired applied methods to computational fluid dynamics

Receipt and verification

First computed	2026-07-05T11:33:56.108635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6ff566b10a82e33c8597b09d08414bbfa43dd8803ce0c40317449f803d828a8

Aliases

arxiv: 2308.05423 · arxiv_version: 2308.05423v2 · doi: 10.48550/arxiv.2308.05423 · pith_short_12: Y37VM2YQVAXD · pith_short_16: Y37VM2YQVAXDHSCZ · pith_short_8: Y37VM2YQ

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/Y37VM2YQVAXDHSCZPME5BBAUXP \
  | 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: c6ff566b10a82e33c8597b09d08414bbfa43dd8803ce0c40317449f803d828a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f7f25c9f259c13bf0a6156f20a00af3e3d34c338079343745913214f8f9b899",
    "cross_cats_sorted": [
      "cs.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.NA",
    "submitted_at": "2023-08-10T08:35:55Z",
    "title_canon_sha256": "1791df37c667e52b15b3348759936c984d9423c35de3ca48ffa541e2854412fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.05423",
    "kind": "arxiv",
    "version": 2
  }
}