Pith Number

pith:BRBUVDDO

pith:2022:BRBUVDDOW2WQLXZVAXQKDQGJS4

not attested not anchored not stored refs pending

Approaching sales forecasting using recurrent neural networks and transformers

Antonio J. Serrano-L\'opez, Emilio Soria-Olivas, Fernando Mateo, Iv\'an Vall\'es-P\'erez, Juan G\'omez-Sanch\'is, Marcelino Mart\'inez-Sober

arxiv:2204.07786 v1 · 2022-04-16 · cs.LG · cs.AI · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRBUVDDOW2WQLXZVAXQKDQGJS4}

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	2026-07-05T04:15:18.539544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c434a8c6eb6ad05df3505e0a1c0c99735f8ec78131342fdfbf83ce0c1d40351

Aliases

arxiv: 2204.07786 · arxiv_version: 2204.07786v1 · doi: 10.48550/arxiv.2204.07786 · pith_short_12: BRBUVDDOW2WQ · pith_short_16: BRBUVDDOW2WQLXZV · pith_short_8: BRBUVDDO

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/BRBUVDDOW2WQLXZVAXQKDQGJS4 \
  | 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: 0c434a8c6eb6ad05df3505e0a1c0c99735f8ec78131342fdfbf83ce0c1d40351

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36c5c10217ae2094effd2e4beb0ce6052939067cd2568352de1cb14ee120faf9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-16T12:03:52Z",
    "title_canon_sha256": "be9e8997f05feefe7c171dfc866744f23410519f39bd808fd5967ba8cd89fcc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07786",
    "kind": "arxiv",
    "version": 1
  }
}