Pith Number

pith:D7QLZUZD

pith:2022:D7QLZUZDD2OL5NB3FQNGR3TI34

not attested not anchored not stored refs pending

TgDLF2.0: Theory-guided deep-learning for electrical load forecasting via Transformer and transfer learning

Dongxiao Zhang, Jiaxin Gao, Wenbo Hu, Yuntian Chen

arxiv:2210.02448 v1 · 2022-10-05 · cs.LG · eess.SP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D7QLZUZDD2OL5NB3FQNGR3TI34}

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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.

Cited by

1 paper in Pith

Foundation Models for Clean Energy Forecasting: A Comprehensive Review

Receipt and verification

First computed	2026-07-05T05:04:04.280051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fe0bcd3231e9cbeb43b2c1a68ee68df021c34f8cc455497e2664aeca2f6a4ba

Aliases

arxiv: 2210.02448 · arxiv_version: 2210.02448v1 · doi: 10.48550/arxiv.2210.02448 · pith_short_12: D7QLZUZDD2OL · pith_short_16: D7QLZUZDD2OL5NB3 · pith_short_8: D7QLZUZD

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/D7QLZUZDD2OL5NB3FQNGR3TI34 \
  | 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: 1fe0bcd3231e9cbeb43b2c1a68ee68df021c34f8cc455497e2664aeca2f6a4ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ddacb34ca4158c07964a2ea95452c9eed824f4bf28ae140ef8bac3d90c0f8f6",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-05T04:12:50Z",
    "title_canon_sha256": "860be890811bca8535c2148fee9ef7240a2cfd07e0c91e4566f8b1e0556939b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02448",
    "kind": "arxiv",
    "version": 1
  }
}