Pith Number

pith:BPSXVWRZ

pith:2022:BPSXVWRZR4ZFMLPZN7NPYGELOT

not attested not anchored not stored refs pending

Physical Modeling using Recurrent Neural Networks with Fast Convolutional Layers

Julian D. Parker, Maximilian Sch\"afer, Rudolf Rabenstein, Sebastian J. Schlecht

arxiv:2204.10125 v2 · 2022-04-21 · cs.SD · cs.LG · eess.AS · physics.comp-ph

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\usepackage{pith}
\pithnumber{BPSXVWRZR4ZFMLPZN7NPYGELOT}

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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

Evaluation of Neural Surrogates for Physical Modelling Synthesis of Nonlinear Elastic Plates

Receipt and verification

First computed	2026-07-05T04:28:11.077197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be57ada398f32562df96fdafc188b74ea31ad1dc0e0b1833ae7562f9602bda9

Aliases

arxiv: 2204.10125 · arxiv_version: 2204.10125v2 · doi: 10.48550/arxiv.2204.10125 · pith_short_12: BPSXVWRZR4ZF · pith_short_16: BPSXVWRZR4ZFMLPZ · pith_short_8: BPSXVWRZ

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/BPSXVWRZR4ZFMLPZN7NPYGELOT \
  | 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: 0be57ada398f32562df96fdafc188b74ea31ad1dc0e0b1833ae7562f9602bda9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10f157ba54386b8abfbe44473b8ca45bcc2467e9b8a012aceb965cda060bfe61",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-04-21T14:22:44Z",
    "title_canon_sha256": "a1ec2f468f430a7161f9df69540e2f929cfbfd6cd0e2d4f2a6805f9064836921"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.10125",
    "kind": "arxiv",
    "version": 2
  }
}