Pith. sign in
Pith Number

pith:O4VJIVAA

pith:2021:O4VJIVAARVKDB2WXUQIMCGHVH6
not attested not anchored not stored refs pending

Deep Transformer Networks for Time Series Classification: The NPP Safety Case

Alessandro Vanni, Alper Yilmaz, Bing Zha, Tunc Aldemir, Yassin Hassan

arxiv:2104.05448 v2 · 2021-04-09 · cs.LG · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O4VJIVAARVKDB2WXUQIMCGHVH6}

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 2026-07-05T02:32:49.911550Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

772a9454008d5430ead7a410c118f53fb48b753bdf67d9a4146c6c5d752b6f27

Aliases

arxiv: 2104.05448 · arxiv_version: 2104.05448v2 · doi: 10.48550/arxiv.2104.05448 · pith_short_12: O4VJIVAARVKD · pith_short_16: O4VJIVAARVKDB2WX · pith_short_8: O4VJIVAA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O4VJIVAARVKDB2WXUQIMCGHVH6 \
  | 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: 772a9454008d5430ead7a410c118f53fb48b753bdf67d9a4146c6c5d752b6f27
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b20767fad910d27c63b5345b4998301f762c9a4126f03946c15ac9f8ad02f4a1",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-09T14:26:25Z",
    "title_canon_sha256": "440e1424a7db05bdad141028d13aed9c5e8fe97b3052b427e223b7797a8c876e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.05448",
    "kind": "arxiv",
    "version": 2
  }
}