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Pith Number

pith:243KDDEU

pith:2023:243KDDEUDQT2YWIGNXRMSXIUV7
not attested not anchored not stored refs pending

Investigations on convergence behaviour of Physics Informed Neural Networks across spectral ranges and derivative orders

Arya Kumar Bhattacharya, Mayank Deshpande, Siddharth Agarwal, Vukka Snigdha

arxiv:2301.02790 v1 · 2023-01-07 · cs.LG · cs.AI · cs.NA · math.NA

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\usepackage{pith}
\pithnumber{243KDDEUDQT2YWIGNXRMSXIUV7}

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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 2026-07-05T05:31:21.972180Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d736a18c941c27ac59066de2c95d14afeb261d43505aedb77e07dc34aac3822e

Aliases

arxiv: 2301.02790 · arxiv_version: 2301.02790v1 · doi: 10.48550/arxiv.2301.02790 · pith_short_12: 243KDDEUDQT2 · pith_short_16: 243KDDEUDQT2YWIG · pith_short_8: 243KDDEU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/243KDDEUDQT2YWIGNXRMSXIUV7 \
  | 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: d736a18c941c27ac59066de2c95d14afeb261d43505aedb77e07dc34aac3822e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1f80c12490b7d8feba788430395d9dcb7fd884fea18be59905686ff912b1c49f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-07T06:31:28Z",
    "title_canon_sha256": "5d440c6ef0c4677cc032deaa01ceb58d5c68ed048a40f2abef382ef98f6e90f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.02790",
    "kind": "arxiv",
    "version": 1
  }
}