Pith Number

pith:TYUMTYYJ

pith:2026:TYUMTYYJJSEVIIOMEMOOSHEREN

not attested not anchored not stored refs pending

The Challenges of Using Reinforcement Learning for Controlling Industrial Energy Systems

Jan Peters, Matthias Weigold, Th\'eo Vincent, Tobias Lademann

arxiv:2605.31044 v1 · 2026-05-29 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TYUMTYYJJSEVIIOMEMOOSHEREN}

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	2026-06-01T01:03:32.555577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e28c9e3094c895421cc231ce91c91235cfe80f3be3b987a4edce2b3768a0906

Aliases

arxiv: 2605.31044 · arxiv_version: 2605.31044v1 · doi: 10.48550/arxiv.2605.31044 · pith_short_12: TYUMTYYJJSEV · pith_short_16: TYUMTYYJJSEVIIOM · pith_short_8: TYUMTYYJ

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/TYUMTYYJJSEVIIOMEMOOSHEREN \
  | 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: 9e28c9e3094c895421cc231ce91c91235cfe80f3be3b987a4edce2b3768a0906

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4aa400f95d51c895cca114204e5948586ef73bc89e295cb4c2b6627faa1563a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-29T09:20:39Z",
    "title_canon_sha256": "359f271e945cc12a376163f0f0afff06c8005a9f076f50d7a8c2c9b198ee99ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31044",
    "kind": "arxiv",
    "version": 1
  }
}