Pith Number

pith:KRMWVYLX

pith:2022:KRMWVYLX6BO73MKWT7GWQ7LET2

not attested not anchored not stored refs pending

More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization

Deheng Ye, Jiangxing Wang, Zongqing Lu

arxiv:2209.12681 v2 · 2022-09-26 · cs.LG · 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{KRMWVYLX6BO73MKWT7GWQ7LET2}

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	2026-07-05T05:40:32.341775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54596ae177f05dfdb1569fcd687d649ea622c8638d80bfa3ac0d6b370c1aed80

Aliases

arxiv: 2209.12681 · arxiv_version: 2209.12681v2 · doi: 10.48550/arxiv.2209.12681 · pith_short_12: KRMWVYLX6BO7 · pith_short_16: KRMWVYLX6BO73MKW · pith_short_8: KRMWVYLX

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/KRMWVYLX6BO73MKWT7GWQ7LET2 \
  | 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: 54596ae177f05dfdb1569fcd687d649ea622c8638d80bfa3ac0d6b370c1aed80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd7ba38da678f48e520fc37c6c47a16e5f861473215d8bdef1055c2860801b06",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-26T13:29:22Z",
    "title_canon_sha256": "951d39726e355994c70880854cc590e23876c1d7d9c8706107b41c11b45bc1af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12681",
    "kind": "arxiv",
    "version": 2
  }
}