Pith Number

pith:3MXK3VYA

pith:2022:3MXK3VYAIGKMFQXC6DOD4YCMJ4

not attested not anchored not stored refs pending

Global Convergence of Localized Policy Iteration in Networked Multi-Agent Reinforcement Learning

Adam Wierman, Guannan Qu, Pan Xu, Yiheng Lin, Yizhou Zhang, Zaiwei Chen

arxiv:2211.17116 v1 · 2022-11-30 · cs.LG · cs.AI · cs.MA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3MXK3VYAIGKMFQXC6DOD4YCMJ4}

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	2026-07-05T05:21:15.296030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db2eadd7004194c2c2e2f0dc3e604c4f303236dd6b03f8e720fff58e75024cdb

Aliases

arxiv: 2211.17116 · arxiv_version: 2211.17116v1 · doi: 10.48550/arxiv.2211.17116 · pith_short_12: 3MXK3VYAIGKM · pith_short_16: 3MXK3VYAIGKMFQXC · pith_short_8: 3MXK3VYA

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/3MXK3VYAIGKMFQXC6DOD4YCMJ4 \
  | 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: db2eadd7004194c2c2e2f0dc3e604c4f303236dd6b03f8e720fff58e75024cdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11499fb43ebb76eacc09536f133f13ad6f98401d69635a97635d34f3018a0b36",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-30T15:58:00Z",
    "title_canon_sha256": "7316b3e273b61e9811fec387672e63d3f7876d73db7bb719990bc5cf05a1d26a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.17116",
    "kind": "arxiv",
    "version": 1
  }
}