Pith Number

pith:MAOEMHZZ

pith:2019:MAOEMHZZH6RHA2ZUKWELBLERF3

not attested not anchored not stored refs pending

Neighborhood Cognition Consistent Multi-Agent Reinforcement Learning

Dong Li, Hangyu Mao, Jianye Hao, Jun Luo, Jun Wang, Wulong Liu, Zhengchao Zhang, Zhen Xiao

arxiv:1912.01160 v2 · 2019-12-03 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MAOEMHZZH6RHA2ZUKWELBLERF3}

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	2026-07-05T00:39:16.127552Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

601c461f393fa2706b345588b0ac912ec45a4c8fc7153304a22d0ac4048e1859

Aliases

arxiv: 1912.01160 · arxiv_version: 1912.01160v2 · doi: 10.48550/arxiv.1912.01160 · pith_short_12: MAOEMHZZH6RH · pith_short_16: MAOEMHZZH6RHA2ZU · pith_short_8: MAOEMHZZ

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/MAOEMHZZH6RHA2ZUKWELBLERF3 \
  | 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: 601c461f393fa2706b345588b0ac912ec45a4c8fc7153304a22d0ac4048e1859

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d0aaff0fe4003081bb90774eec16097ab719499cf32fcc2ca5da5f298782612",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-12-03T02:34:11Z",
    "title_canon_sha256": "fa662fc0c5dbe12f3745430be1b7554e40a3ceb2b1f9269ff71ff95ccf6c153a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.01160",
    "kind": "arxiv",
    "version": 2
  }
}