Pith Number

pith:N2OVOF3T

pith:2022:N2OVOF3TBRQPMOWHD2SMKCIOZG

not attested not anchored not stored refs pending

Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning

Bo Jin, Bo Qiao, Dongmei Zhang, Fangkai Yang, Hang Dong, Junjie Sheng, Jun Wang, Lu Wang, Qingwei Lin, Saravan Rajmohan, Si Qin, Xiangfeng Wang

arxiv:2211.11759 v1 · 2022-11-21 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2OVOF3TBRQPMOWHD2SMKCIOZG}

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	2026-07-05T05:18:09.272632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e9d5717730c60f63ac71ea4c5090ec9b1e2820937b77defdef2214bc3f5f396

Aliases

arxiv: 2211.11759 · arxiv_version: 2211.11759v1 · doi: 10.48550/arxiv.2211.11759 · pith_short_12: N2OVOF3TBRQP · pith_short_16: N2OVOF3TBRQPMOWH · pith_short_8: N2OVOF3T

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/N2OVOF3TBRQPMOWHD2SMKCIOZG \
  | 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: 6e9d5717730c60f63ac71ea4c5090ec9b1e2820937b77defdef2214bc3f5f396

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77b07919126a66cd2549b95fae1496616d4c48fa5cbaec19f09a8c35469cf8bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-21T07:00:09Z",
    "title_canon_sha256": "828776886d132e355c32fc4f76033dae2318263858fc288222fe14e3c83b5874"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11759",
    "kind": "arxiv",
    "version": 1
  }
}