Pith Number

pith:2K7LO6HE

pith:2025:2K7LO6HE6ZBF3HHTZOXIDB4T4D

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Job Scheduling and Resource Management in Cloud Computing: An Algorithm-Level Review

Cong Liu, Georgios Theodoropoulos, Long Cheng, Shen Wang, Shuhong Dai, Yan Gu, Ying Wang, Zhaoze Liu

arxiv:2501.01007 v1 · 2025-01-02 · cs.DC · 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{2K7LO6HE6ZBF3HHTZOXIDB4T4D}

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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

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Receipt and verification

First computed	2026-07-05T09:56:13.025103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2beb778e4f6425d9cf3cbae818793e0c5e27c4000ef28e4e1b4dc566f4a64fd

Aliases

arxiv: 2501.01007 · arxiv_version: 2501.01007v1 · doi: 10.48550/arxiv.2501.01007 · pith_short_12: 2K7LO6HE6ZBF · pith_short_16: 2K7LO6HE6ZBF3HHT · pith_short_8: 2K7LO6HE

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/2K7LO6HE6ZBF3HHTZOXIDB4T4D \
  | 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: d2beb778e4f6425d9cf3cbae818793e0c5e27c4000ef28e4e1b4dc566f4a64fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d84f317f87c99bf832f526eb91b4baa1df4337686fb785a0740dcabe4359974c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-02T02:08:00Z",
    "title_canon_sha256": "e6f904665fbf0f961cffc730e49c8ad09f56d3c8734b6c5e59003a11ff5bc5e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01007",
    "kind": "arxiv",
    "version": 1
  }
}