Pith Number

pith:AJSWZZJF

pith:2019:AJSWZZJFNIDRFAJDPOCN2PRL6C

not attested not anchored not stored refs pending

Learning to Communicate in Multi-Agent Reinforcement Learning : A Review

Etienne Bennequin, Mohamed Salah Za\"iem

arxiv:1911.05438 v1 · 2019-11-13 · 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{AJSWZZJFNIDRFAJDPOCN2PRL6C}

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.

Cited by

1 paper in Pith

Reducing Variance Caused by Communication in Decentralized Multi-agent Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:18:57.070956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02656ce5256a071281237b84dd3e2bf0a9f6bedfbddf8fab16ed2e61e3972d99

Aliases

arxiv: 1911.05438 · arxiv_version: 1911.05438v1 · doi: 10.48550/arxiv.1911.05438 · pith_short_12: AJSWZZJFNIDR · pith_short_16: AJSWZZJFNIDRFAJD · pith_short_8: AJSWZZJF

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/AJSWZZJFNIDRFAJDPOCN2PRL6C \
  | 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: 02656ce5256a071281237b84dd3e2bf0a9f6bedfbddf8fab16ed2e61e3972d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ba7ef8d4fe121195ec7b73f4d67464990bb1326cac0df015e30f7c0e5411156",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-13T13:08:46Z",
    "title_canon_sha256": "192d834b22b0557ccfbc22a9ee788f79db64da9e3308b715d201bb03a4b8d8ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.05438",
    "kind": "arxiv",
    "version": 1
  }
}