pith. sign in
Pith Number

pith:4FYLNM45

pith:2015:4FYLNM45OTH7WHUPHF5XL6RFPY
not attested not anchored not stored refs pending

Residential Demand Response Applications Using Batch Reinforcement Learning

Bart De Schutter, Bert Claessens, Frederik Ruelens, Robert Babuska, Ronnie Belmans, Stijn Vandael

arxiv:1504.02125 v1 · 2015-04-08 · cs.SY · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4FYLNM45OTH7WHUPHF5XL6RFPY}

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 2026-05-18T02:19:15.979517Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e170b6b39d74cffb1e8f397b75fa257e2c48097de57284783d705fb93e91d8e3

Aliases

arxiv: 1504.02125 · arxiv_version: 1504.02125v1 · doi: 10.48550/arxiv.1504.02125 · pith_short_12: 4FYLNM45OTH7 · pith_short_16: 4FYLNM45OTH7WHUP · pith_short_8: 4FYLNM45
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4FYLNM45OTH7WHUPHF5XL6RFPY \
  | 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: e170b6b39d74cffb1e8f397b75fa257e2c48097de57284783d705fb93e91d8e3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0e0f1a7e0be8693d4497eb4b0899008535f8797b206b4b16825481959a120c3a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2015-04-08T20:53:33Z",
    "title_canon_sha256": "19e9d5be05f1dd99e4c2097fdc67280ebb4988c13d9f63e73a92526ab8a08349"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1504.02125",
    "kind": "arxiv",
    "version": 1
  }
}