Pith Number

pith:WBT75YO6

pith:2021:WBT75YO6PTUAMTMMQZLCLK4JPB

not attested not anchored not stored refs pending

Data-driven Model Predictive and Reinforcement Learning Based Control for Building Energy Management: a Survey

Benoit Boulet, Di Wu, Francois Bouffard, Geza Joos, Huiliang Zhang, Sayani Seal

arxiv:2106.14450 v1 · 2021-06-28 · eess.SY · cs.SY

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\usepackage{pith}
\pithnumber{WBT75YO6PTUAMTMMQZLCLK4JPB}

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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

Data-Driven Policy Mapping for Safe RL-based Energy Management Systems

Receipt and verification

First computed	2026-07-05T02:52:51.040846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b067fee1de7ce8064d8c865625ab897864269a0ec96550a009d8253529bfe100

Aliases

arxiv: 2106.14450 · arxiv_version: 2106.14450v1 · doi: 10.48550/arxiv.2106.14450 · pith_short_12: WBT75YO6PTUA · pith_short_16: WBT75YO6PTUAMTMM · pith_short_8: WBT75YO6

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/WBT75YO6PTUAMTMMQZLCLK4JPB \
  | 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: b067fee1de7ce8064d8c865625ab897864269a0ec96550a009d8253529bfe100

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed4d2ba965d317be51b61a4512af5842748f191a318214cbf99d44b351d4dda3",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-06-28T08:04:07Z",
    "title_canon_sha256": "f5d9c53439a2cd141d9e76b551ca091eb2b1ba909206ed5a0e31e2b87de1a804"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.14450",
    "kind": "arxiv",
    "version": 1
  }
}