Pith Number

pith:MOWHL77G

pith:2021:MOWHL77GP723SVQZDUWSGPDVVR

not attested not anchored not stored refs pending

Ensembles of Randomized NNs for Pattern-based Time Series Forecasting

Grzegorz Dudek, Pawe{\l} Pe{\l}ka

arxiv:2107.04091 v1 · 2021-07-08 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MOWHL77GP723SVQZDUWSGPDVVR}

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	2026-07-05T02:56:29.527651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63ac75ffe67ff5b956191d2d233c75ac7f7e37d3466471f7e84b4b1a583221ab

Aliases

arxiv: 2107.04091 · arxiv_version: 2107.04091v1 · doi: 10.48550/arxiv.2107.04091 · pith_short_12: MOWHL77GP723 · pith_short_16: MOWHL77GP723SVQZ · pith_short_8: MOWHL77G

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/MOWHL77GP723SVQZDUWSGPDVVR \
  | 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: 63ac75ffe67ff5b956191d2d233c75ac7f7e37d3466471f7e84b4b1a583221ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d144f8bb64a661eb43da348905c98e482763c925e7429be5d90a22562cb8e5f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-08T20:13:50Z",
    "title_canon_sha256": "e032fc1d6a7bb78ad79ed93344744bce37717cb1d58ffe3a02835c3ef0d63667"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.04091",
    "kind": "arxiv",
    "version": 1
  }
}