Pith Number

pith:BPRD7MMQ

pith:2022:BPRD7MMQFZIKYMW5B7GJYRBDVV

not attested not anchored not stored refs pending

Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing

Celio Fernandes, Maziar Raissi, Nikhil Pawar, Nima K. Kalantari, Salah A Faroughi, Seyed Kourosh Mahjour, Subasish Das

arxiv:2211.07377 v2 · 2022-11-14 · 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{BPRD7MMQFZIKYMW5B7GJYRBDVV}

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

5 papers in Pith

Spectral-inspired Operator Learning with Limited Data and Unknown Physics

Bayesian Reasoning for Physics Informed Neural Networks

Learning thermodynamic master equations for open quantum systems

Differentiable Autoencoding Neural Operator for Interpretable and Integrable Latent Space Modeling

DustNET: enabling machine learning and AI models of dusty plasmas

Receipt and verification

First computed	2026-07-05T05:38:45.518886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be23fb1902e50ac32dd0fcc9c4423ad58950af4bc6ec83f85d6a00716b00a0a

Aliases

arxiv: 2211.07377 · arxiv_version: 2211.07377v2 · doi: 10.48550/arxiv.2211.07377 · pith_short_12: BPRD7MMQFZIK · pith_short_16: BPRD7MMQFZIKYMW5 · pith_short_8: BPRD7MMQ

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/BPRD7MMQFZIKYMW5B7GJYRBDVV \
  | 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: 0be23fb1902e50ac32dd0fcc9c4423ad58950af4bc6ec83f85d6a00716b00a0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b947361ef863cd584871e51535825c2c9104984b20f663d5214e39439c0d6b5a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-14T15:44:07Z",
    "title_canon_sha256": "b9b980b401fa3cc08466f14a9c0c21611743a832c51ce81bd36e596584a00219"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07377",
    "kind": "arxiv",
    "version": 2
  }
}