Pith. sign in
Pith Number

pith:67ENQWIL

pith:2025:67ENQWIL3ZGEAVUCKXNRTJPLVU
not attested not anchored not stored refs pending

IISE PG&E Energy Analytics Challenge 2025: Hourly-Binned Regression Models Beat Transformers in Load Forecasting

Millend Roy, Vladimir Pyltsov, Yinbo Hu

arxiv:2505.11390 v1 · 2025-05-16 · cs.LG · cs.SY · econ.EM · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{67ENQWIL3ZGEAVUCKXNRTJPLVU}

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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 2026-07-05T11:04:15.319075Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f7c8d8590bde4c40568255db19a5ebad2cf62c2fe2da0465703b269d53783ff3

Aliases

arxiv: 2505.11390 · arxiv_version: 2505.11390v1 · doi: 10.48550/arxiv.2505.11390 · pith_short_12: 67ENQWIL3ZGE · pith_short_16: 67ENQWIL3ZGEAVUC · pith_short_8: 67ENQWIL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/67ENQWIL3ZGEAVUCKXNRTJPLVU \
  | 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: f7c8d8590bde4c40568255db19a5ebad2cf62c2fe2da0465703b269d53783ff3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "aa3aaa349aaec503000f122496058f19183a0c20d89551e8f52caf8fa6fb5cba",
    "cross_cats_sorted": [
      "cs.SY",
      "econ.EM",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T15:55:34Z",
    "title_canon_sha256": "09a3f9e3f428f4f0de86759c1d65abe1cd167e8fc4ada78e8ab5f7425ee16c14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11390",
    "kind": "arxiv",
    "version": 1
  }
}