Pith Number

pith:JN6FO6FK

pith:2021:JN6FO6FKCFRJHRQIKTKCAA6ZRV

not attested not anchored not stored refs pending

Ensemble Augmentation for Deep Neural Networks Using 1-D Time Series Vibration Data

Atik Faysal, M. H. Lim, Ngui Wai Keng

arxiv:2108.03288 v2 · 2021-08-06 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JN6FO6FKCFRJHRQIKTKCAA6ZRV}

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.

Receipt and verification

First computed	2026-07-05T03:48:07.764813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b7c5778aa116293c60854d42003d98d44cba0c751f69278ebd03da846c87708

Aliases

arxiv: 2108.03288 · arxiv_version: 2108.03288v2 · doi: 10.48550/arxiv.2108.03288 · pith_short_12: JN6FO6FKCFRJ · pith_short_16: JN6FO6FKCFRJHRQI · pith_short_8: JN6FO6FK

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/JN6FO6FKCFRJHRQIKTKCAA6ZRV \
  | 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: 4b7c5778aa116293c60854d42003d98d44cba0c751f69278ebd03da846c87708

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51f9591f2b8f579cec11aabbac3cb88bb0c143261f28f907328a8a66d51ad784",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-06T20:04:29Z",
    "title_canon_sha256": "e08fa9d51a8234f21faa107a704b242cbcf86ff1c243d3ba569a762cdd2a3ac4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03288",
    "kind": "arxiv",
    "version": 2
  }
}