Pith Number

pith:ZWK6V4RL

pith:2023:ZWK6V4RLTSREHD6L5O6O6CTB5Z

not attested not anchored not stored refs pending

Transformer Training Strategies for Forecasting Multiple Load Time Series

Benedikt Heidrich, Benjamin Sch\"afer, Matthias Hertel, Maximilian Beichter, Oliver Neumann, Ralf Mikut, Veit Hagenmeyer

arxiv:2306.10891 v3 · 2023-06-19 · 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{ZWK6V4RLTSREHD6L5O6O6CTB5Z}

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	2026-07-05T06:34:06.158102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd95eaf22b9ca2438fcbebbcef0a61ee7f96a217cb65a0f5e4fdf860b0ee9519

Aliases

arxiv: 2306.10891 · arxiv_version: 2306.10891v3 · doi: 10.48550/arxiv.2306.10891 · pith_short_12: ZWK6V4RLTSRE · pith_short_16: ZWK6V4RLTSREHD6L · pith_short_8: ZWK6V4RL

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/ZWK6V4RLTSREHD6L5O6O6CTB5Z \
  | 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: cd95eaf22b9ca2438fcbebbcef0a61ee7f96a217cb65a0f5e4fdf860b0ee9519

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8b3b529d712fecb370a7148d587482da0e011eba565e096bd89f6fa86cf2d44",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-19T12:36:54Z",
    "title_canon_sha256": "2aa4b6481ecdba1e84cd1cafed1b7dee9b5f7dfb41d1f4acb5c93d088594dd8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.10891",
    "kind": "arxiv",
    "version": 3
  }
}