Pith Number

pith:D3GQPSA4

pith:2021:D3GQPSA4OJIH2CVANF22J6VUSO

not attested not anchored not stored refs pending

Offline-Online Reinforcement Learning for Energy Pricing in Office Demand Response: Lowering Energy and Data Costs

Costas Spanos, Doseok Jang, Lucas Spangher, Manan Khattar, Selvaprabuh Nadarajah, Utkarsha Agwan

arxiv:2108.06594 v1 · 2021-08-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3GQPSA4OJIH2CVANF22J6VUSO}

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	2026-07-05T03:07:16.307263Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ecd07c81c72507d0aa06975a4fab493aff6ca160a5aad02d9a1aeb6cb86cc39

Aliases

arxiv: 2108.06594 · arxiv_version: 2108.06594v1 · doi: 10.48550/arxiv.2108.06594 · pith_short_12: D3GQPSA4OJIH · pith_short_16: D3GQPSA4OJIH2CVA · pith_short_8: D3GQPSA4

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/D3GQPSA4OJIH2CVANF22J6VUSO \
  | 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: 1ecd07c81c72507d0aa06975a4fab493aff6ca160a5aad02d9a1aeb6cb86cc39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2c079206c3adc5aa6e201c77d6da6fbfa35df7bbe4b790d950fff454414c3ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-14T17:29:59Z",
    "title_canon_sha256": "c930a9d25fa30e3175197a8d53f1a8f7cef6a11485af2ddc33bcdf4cb0699aaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.06594",
    "kind": "arxiv",
    "version": 1
  }
}