Pith Number

pith:GMWVVKUV

pith:2023:GMWVVKUVRM2KMT5PQAJ6VVWYMF

not attested not anchored not stored refs pending

Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources

Elena Giacomazzi, Felix Haag, Konstantin Hopf

arxiv:2305.10559 v1 · 2023-05-17 · 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{GMWVVKUVRM2KMT5PQAJ6VVWYMF}

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	2026-07-05T06:11:23.693865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

332d5aaa958b34a64faf8013ead6d8616ec1b74a2b700106698bef93b6d12380

Aliases

arxiv: 2305.10559 · arxiv_version: 2305.10559v1 · doi: 10.48550/arxiv.2305.10559 · pith_short_12: GMWVVKUVRM2K · pith_short_16: GMWVVKUVRM2KMT5P · pith_short_8: GMWVVKUV

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/GMWVVKUVRM2KMT5PQAJ6VVWYMF \
  | 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: 332d5aaa958b34a64faf8013ead6d8616ec1b74a2b700106698bef93b6d12380

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82f73785de7652ba1c0924d154e335a9bf9417f46776b46aa536ecfc1a09604b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-17T20:33:51Z",
    "title_canon_sha256": "7b8b6daa574cf39b1b915302cbed56a3221f783dba9820f76f9b482d313bb699"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10559",
    "kind": "arxiv",
    "version": 1
  }
}