Pith Number

pith:MPEOS4BC

pith:2026:MPEOS4BC6P7ZQZI7JH6JJ3AMP2

not attested not anchored not stored refs pending

Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings

Benjamin Sch\"afer, Erfan Tajalli-Ardekani, G\"okhan Demirel, Hallah Shahid Butt, Kevin F\"orderer, Luigi Spatafora, Qiong Huang, Simnon Waczowicz, Veit Hagenmeyer

arxiv:2606.02049 v1 · 2026-06-01 · 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{MPEOS4BC6P7ZQZI7JH6JJ3AMP2}

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	2026-06-02T02:05:04.525432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63c8e97022f3ff98651f49fc94ec0c7ebfa59a6c0a7b03fc2ecaafcab235e545

Aliases

arxiv: 2606.02049 · arxiv_version: 2606.02049v1 · doi: 10.48550/arxiv.2606.02049 · pith_short_12: MPEOS4BC6P7Z · pith_short_16: MPEOS4BC6P7ZQZI7 · pith_short_8: MPEOS4BC

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/MPEOS4BC6P7ZQZI7JH6JJ3AMP2 \
  | 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: 63c8e97022f3ff98651f49fc94ec0c7ebfa59a6c0a7b03fc2ecaafcab235e545

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a7ec22154528f680493a43532b1d0e6e4808bd90bbe700c7e34152789dfd189",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-01T10:39:34Z",
    "title_canon_sha256": "3a9a5cde3d7c192f0526ddddb50a0595d06d2858881e82ae2d11493ac102c412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02049",
    "kind": "arxiv",
    "version": 1
  }
}