Pith Number

pith:NHVCBEDB

pith:2022:NHVCBEDBBBRG723IV22QJZACPO

not attested not anchored not stored refs pending

Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting

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

arxiv:2212.09030 v1 · 2022-12-18 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NHVCBEDBBBRG723IV22QJZACPO}

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	2026-07-05T05:26:17.199044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69ea20906108626feb68aeb504e4027b87726ba235ebdd5c2e0378a637f54e6d

Aliases

arxiv: 2212.09030 · arxiv_version: 2212.09030v1 · doi: 10.48550/arxiv.2212.09030 · pith_short_12: NHVCBEDBBBRG · pith_short_16: NHVCBEDBBBRG723I · pith_short_8: NHVCBEDB

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/NHVCBEDBBBRG723IV22QJZACPO \
  | 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: 69ea20906108626feb68aeb504e4027b87726ba235ebdd5c2e0378a637f54e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7909daa2e9b3b2171caa0ddff3dc1da00aa0d8296e3abf3e7e23b3a3f5defa81",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-18T07:42:48Z",
    "title_canon_sha256": "3d4e25967d2ef249da3a8de9937ac3c6c7ad541b7deb3264af872ea88da3706a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09030",
    "kind": "arxiv",
    "version": 1
  }
}