Pith Number

pith:XN2ECYMD

pith:2019:XN2ECYMDLWB34PTHQ4KPBLLE5C

not attested not anchored not stored refs pending

Predicting AC Optimal Power Flows: Combining Deep Learning and Lagrangian Dual Methods

Ferdinando Fioretto, Pascal Van Hentenryck, Terrence W.K. Mak

arxiv:1909.10461 v2 · 2019-09-19 · eess.SP · cs.AI · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{XN2ECYMDLWB34PTHQ4KPBLLE5C}

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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

Towards Generalization of Graph Neural Networks for AC Optimal Power Flow

Receipt and verification

First computed	2026-07-05T00:23:24.312159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb744161835d83be3e678714f0ad64e8843e1391ed969990373bfd0f99a6d813

Aliases

arxiv: 1909.10461 · arxiv_version: 1909.10461v2 · doi: 10.48550/arxiv.1909.10461 · pith_short_12: XN2ECYMDLWB3 · pith_short_16: XN2ECYMDLWB34PTH · pith_short_8: XN2ECYMD

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/XN2ECYMDLWB34PTHQ4KPBLLE5C \
  | 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: bb744161835d83be3e678714f0ad64e8843e1391ed969990373bfd0f99a6d813

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21608c8bd52f16a286d6a10f8b2979a536bae089a5c999be0e16f7e670ceddc9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2019-09-19T00:39:17Z",
    "title_canon_sha256": "5a3bb5af2d0db6bd3dc990254fc58067debbc843aa39ed7da6bea32eb90cb0af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.10461",
    "kind": "arxiv",
    "version": 2
  }
}