pith. sign in
Pith Number

pith:G2HBHJ5N

pith:2015:G2HBHJ5NQDSBNKX2KUOYUIYHAE
not attested not anchored not stored refs pending

Learning Agent for a Heat-Pump Thermostat With a Set-Back Strategy Using Model-Free Reinforcement Learning

Bert J. Claessens, Frederik Ruelens, Ronnie Belmans, Sandro Iacovella

arxiv:1506.01054 v2 · 2015-06-02 · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G2HBHJ5NQDSBNKX2KUOYUIYHAE}

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 2026-05-18T01:38:53.481522Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

368e13a7ad80e416aafa551d8a230701013e22fe34c1c8645fcf128142b35240

Aliases

arxiv: 1506.01054 · arxiv_version: 1506.01054v2 · doi: 10.48550/arxiv.1506.01054 · pith_short_12: G2HBHJ5NQDSB · pith_short_16: G2HBHJ5NQDSBNKX2 · pith_short_8: G2HBHJ5N
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G2HBHJ5NQDSBNKX2KUOYUIYHAE \
  | 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: 368e13a7ad80e416aafa551d8a230701013e22fe34c1c8645fcf128142b35240
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3c1b800583b269f2c243da088e84fcc007359d4314a54af613ad7d2d837fe67d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2015-06-02T20:46:39Z",
    "title_canon_sha256": "c76cd96eaf8520ba9086dd480685962dee488538793a95c6a7f125540ff68e4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.01054",
    "kind": "arxiv",
    "version": 2
  }
}