Pith Number

pith:VZ5UGN2O

pith:2021:VZ5UGN2O7VRJBQHEU7X76LT6MH

not attested not anchored not stored refs pending

Smart Home Energy Management: Sequence-to-Sequence Load Forecasting and Q-Learning

Damla Turgut, Hao Zhou, Melike Erol-Kantarci, Mina Razghandi

arxiv:2109.12440 v1 · 2021-09-25 · eess.SY · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZ5UGN2O7VRJBQHEU7X76LT6MH}

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	2026-07-05T03:17:21.087747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae7b43374efd6290c0e4a7efff2e7e61da43e957a95d8b487b20239998368238

Aliases

arxiv: 2109.12440 · arxiv_version: 2109.12440v1 · doi: 10.48550/arxiv.2109.12440 · pith_short_12: VZ5UGN2O7VRJ · pith_short_16: VZ5UGN2O7VRJBQHE · pith_short_8: VZ5UGN2O

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/VZ5UGN2O7VRJBQHEU7X76LT6MH \
  | 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: ae7b43374efd6290c0e4a7efff2e7e61da43e957a95d8b487b20239998368238

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6ef00621274b44483658068ceb751d105b76e6d285b77717ef8869180a8f7d4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-09-25T21:35:09Z",
    "title_canon_sha256": "0aa01c1f354c43bd87138030ce2f525a94cb53df85a85209b3ee4f0a55b93bb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.12440",
    "kind": "arxiv",
    "version": 1
  }
}