Pith Number

pith:MJNDURVD

pith:2020:MJNDURVDTQDAHYI2HRDJNGQSCQ

not attested not anchored not stored refs pending

Off-Policy Multi-Agent Decomposed Policy Gradients

Beining Han, Chongjie Zhang, Heng Dong, Tonghan Wang, Yihan Wang

arxiv:2007.12322 v2 · 2020-07-24 · cs.LG · 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{MJNDURVDTQDAHYI2HRDJNGQSCQ}

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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

Distributed Neural Policy Gradient Algorithm for Global Convergence of Networked Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:40:00.150810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

625a3a46a39c0603e11a3c46969a12143f15555fac94a7485d07f2ee88cc68fe

Aliases

arxiv: 2007.12322 · arxiv_version: 2007.12322v2 · doi: 10.48550/arxiv.2007.12322 · pith_short_12: MJNDURVDTQDA · pith_short_16: MJNDURVDTQDAHYI2 · pith_short_8: MJNDURVD

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/MJNDURVDTQDAHYI2HRDJNGQSCQ \
  | 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: 625a3a46a39c0603e11a3c46969a12143f15555fac94a7485d07f2ee88cc68fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4cac72b03e22ed6c419923f1621fa6b9f7c980a206cfd71a6c0d21c96d2187be",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-24T02:21:55Z",
    "title_canon_sha256": "77c9657552743e11ce70c752d566c1bbc0b31db5484dcc44069253d6273ece81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.12322",
    "kind": "arxiv",
    "version": 2
  }
}