Pith Number

pith:PJCYEGIX

pith:2020:PJCYEGIXQ4TSINKV42LY6GXVQQ

not attested not anchored not stored refs pending

Towards Understanding Cooperative Multi-Agent Q-Learning with Value Factorization

Beining Han, Chongjie Zhang, Jianhao Wang, Jianing Ye, Zhizhou Ren

arxiv:2006.00587 v5 · 2020-05-31 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJCYEGIXQ4TSINKV42LY6GXVQQ}

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	2026-07-05T03:27:25.837534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a458219178727243555e6978f1af584319cb3e621e376c31dcab41964596c50

Aliases

arxiv: 2006.00587 · arxiv_version: 2006.00587v5 · doi: 10.48550/arxiv.2006.00587 · pith_short_12: PJCYEGIXQ4TS · pith_short_16: PJCYEGIXQ4TSINKV · pith_short_8: PJCYEGIX

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/PJCYEGIXQ4TSINKV42LY6GXVQQ \
  | 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: 7a458219178727243555e6978f1af584319cb3e621e376c31dcab41964596c50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f8cc08b519f2eba92072ffc72ab9ce7ccb4f2b7ad45218eec974b5d5a181fc4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-31T19:14:03Z",
    "title_canon_sha256": "d64b054152f7f779f334325cc819edf1bd28de13c4c7db2e9517a3afca82e441"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.00587",
    "kind": "arxiv",
    "version": 5
  }
}