Pith. sign in
Pith Number

pith:GACWPDHJ

pith:2021:GACWPDHJZUJSEOPKG5O6K6YOE6
not attested not anchored not stored refs pending

ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting

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

arxiv:2112.02663 v1 · 2021-12-05 · cs.LG · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GACWPDHJZUJSEOPKG5O6K6YOE6}

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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.
Receipt and verification
First computed 2026-07-05T03:37:55.834737Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3005678ce9cd132239ea375de57b0e2798a503131ea2b04affe1775ce3154116

Aliases

arxiv: 2112.02663 · arxiv_version: 2112.02663v1 · doi: 10.48550/arxiv.2112.02663 · pith_short_12: GACWPDHJZUJS · pith_short_16: GACWPDHJZUJSEOPK · pith_short_8: GACWPDHJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GACWPDHJZUJSEOPKG5O6K6YOE6 \
  | 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: 3005678ce9cd132239ea375de57b0e2798a503131ea2b04affe1775ce3154116
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b106ccc7e92d85593c9dcf548006742fe4a73069e1daf4f5dcb66435b1998464",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-05T19:38:42Z",
    "title_canon_sha256": "2f10b7c275272af2184f2ead6398d647a1e4d63ba2372f831a64e5214afd6806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02663",
    "kind": "arxiv",
    "version": 1
  }
}