Pith Number

pith:7NY4XX4W

pith:2025:7NY4XX4WNPG5NEGVHDDZOVDVHJ

not attested not anchored not stored refs pending

Data Center Cooling System Optimization Using Offline Reinforcement Learning

Chenhui Liu, Feng Zhao, Hanfei Geng, Huiwen Zheng, Jichao Leng, Peng Cheng, Tianshun Hong, Xiangyu Zhu, Xianyuan Zhan, Xiao Hu, Yan Liang, Yunxin Liu, Ziteng He

arxiv:2501.15085 v2 · 2025-01-25 · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7NY4XX4WNPG5NEGVHDDZOVDVHJ}

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.

Cited by

1 paper in Pith

Dual-Loop Control in DCVerse: Advancing Reliable Deployment of AI in Data Centers via Digital Twins

Receipt and verification

First computed	2026-07-05T10:14:08.267021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb71cbdf966bcdd690d538c79754753a78344634c5c75ba39308cdc77a5e4826

Aliases

arxiv: 2501.15085 · arxiv_version: 2501.15085v2 · doi: 10.48550/arxiv.2501.15085 · pith_short_12: 7NY4XX4WNPG5 · pith_short_16: 7NY4XX4WNPG5NEGV · pith_short_8: 7NY4XX4W

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/7NY4XX4WNPG5NEGVHDDZOVDVHJ \
  | 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: fb71cbdf966bcdd690d538c79754753a78344634c5c75ba39308cdc77a5e4826

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "037d0688571cd9a63c1963567420378f048e8afb5401df425cfe13cb1e65b42a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-25T05:28:44Z",
    "title_canon_sha256": "8275f9055d7236682f9155c1bcfbcb1b4889085d9d222538ad1e3d9fd57f0f4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15085",
    "kind": "arxiv",
    "version": 2
  }
}