Pith Number

pith:A6X2IM4P

pith:2024:A6X2IM4P4IDOZPKOPECUB5SZPY

not attested not anchored not stored refs pending

Data-Augmented Predictive Deep Neural Network: Enhancing the extrapolation capabilities of non-intrusive surrogate models

Lihong Feng, Peter Benner, Shuwen Sun

arxiv:2410.13376 v1 · 2024-10-17 · cs.LG · cs.NA · math.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A6X2IM4P4IDOZPKOPECUB5SZPY}

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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

Drivetrain simulation using variational autoencoders

Receipt and verification

First computed	2026-07-05T09:21:59.800269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07afa4338fe206ecbd4e790540f6597e11fa88c493f399ae5097c6c7ea6c057f

Aliases

arxiv: 2410.13376 · arxiv_version: 2410.13376v1 · doi: 10.48550/arxiv.2410.13376 · pith_short_12: A6X2IM4P4IDO · pith_short_16: A6X2IM4P4IDOZPKO · pith_short_8: A6X2IM4P

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/A6X2IM4P4IDOZPKOPECUB5SZPY \
  | 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: 07afa4338fe206ecbd4e790540f6597e11fa88c493f399ae5097c6c7ea6c057f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88b2839efbecb23969508e0b160857e1f46f70b7c14c8825e2c480558f588c5e",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-17T09:26:14Z",
    "title_canon_sha256": "5df2c814442792bb4915db91502cee58e41dcaea443ce8343951793449e38bef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13376",
    "kind": "arxiv",
    "version": 1
  }
}