Pith Number

pith:QXXXZZGO

pith:2019:QXXXZZGODGVXF5YUMYTYENYMYK

not attested not anchored not stored refs pending

Generalisation in fully-connected neural networks for time series forecasting

Anastasia Borovykh, Cornelis W. Oosterlee, Sander M. Bohte

arxiv:1902.05312 v2 · 2019-02-14 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QXXXZZGODGVXF5YUMYTYENYMYK}

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	2026-05-17T23:39:24.872212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85ef7ce4ce19ab72f714662782370cc2b96bc03d6a69695654b8e4ed64b624a1

Aliases

arxiv: 1902.05312 · arxiv_version: 1902.05312v2 · doi: 10.48550/arxiv.1902.05312 · pith_short_12: QXXXZZGODGVX · pith_short_16: QXXXZZGODGVXF5YU · pith_short_8: QXXXZZGO

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/QXXXZZGODGVXF5YUMYTYENYMYK \
  | 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: 85ef7ce4ce19ab72f714662782370cc2b96bc03d6a69695654b8e4ed64b624a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6ff822d3e520d6c83acf682edfa84108df90fabfc85ff1ebcfddaf634dd0682",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-02-14T11:44:01Z",
    "title_canon_sha256": "d84f004daea09a113096000a9aecae0034341d3fdc84e5e0a3e8575492e9f2d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.05312",
    "kind": "arxiv",
    "version": 2
  }
}