Pith Number

pith:F7BCAG4M

pith:2022:F7BCAG4MUYAZTHHWXGQC3VNZB2

not attested not anchored not stored refs pending

Assessment of DeepONet for reliability analysis of stochastic nonlinear dynamical systems

Harshit Gupta, Shailesh Garg, Souvik Chakraborty

arxiv:2201.13145 v1 · 2022-01-31 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7BCAG4MUYAZTHHWXGQC3VNZB2}

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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

mNARX+: A surrogate model for complex dynamical systems using manifold-NARX and automatic feature selection

Receipt and verification

First computed	2026-07-05T03:52:42.862951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fc2201b8ca601999cf6b9a02dd5b90e9d8e96b8b8cf4c150af0b269ecb6a363

Aliases

arxiv: 2201.13145 · arxiv_version: 2201.13145v1 · doi: 10.48550/arxiv.2201.13145 · pith_short_12: F7BCAG4MUYAZ · pith_short_16: F7BCAG4MUYAZTHHW · pith_short_8: F7BCAG4M

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/F7BCAG4MUYAZTHHWXGQC3VNZB2 \
  | 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: 2fc2201b8ca601999cf6b9a02dd5b90e9d8e96b8b8cf4c150af0b269ecb6a363

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc4456b6fdaeb73fa349eead7fe2e389124cba21d0d165c1f5c76625499b4f55",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-01-31T11:41:08Z",
    "title_canon_sha256": "14a688fdb9d1b10e1602127c2357bf570814b785c1c724fb1c0af4a8a8d5a9a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.13145",
    "kind": "arxiv",
    "version": 1
  }
}