Pith Number

pith:5UWTTXYI

pith:2019:5UWTTXYIBGCCU4FDDDP7CSJWEK

not attested not anchored not stored refs pending

Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control

Jieyu Lin, Qi Zhang, Sai Qian Zhang

arxiv:1909.02682 v2 · 2019-09-06 · cs.LG · 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{5UWTTXYIBGCCU4FDDDP7CSJWEK}

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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

Asynchronous Cooperative Multi-Agent Reinforcement Learning with Limited Communication

Receipt and verification

First computed	2026-07-05T00:16:21.365885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed2d39df0809842a70a318dff1493622b7233ed6195760f41a65699ca497c39b

Aliases

arxiv: 1909.02682 · arxiv_version: 1909.02682v2 · doi: 10.48550/arxiv.1909.02682 · pith_short_12: 5UWTTXYIBGCC · pith_short_16: 5UWTTXYIBGCCU4FD · pith_short_8: 5UWTTXYI

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/5UWTTXYIBGCCU4FDDDP7CSJWEK \
  | 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: ed2d39df0809842a70a318dff1493622b7233ed6195760f41a65699ca497c39b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dc64555f9fbd6876648c343aff89567ecf52eaad3f7bd258603170978f42828",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-06T00:26:05Z",
    "title_canon_sha256": "59be9e89aa487e944c0dd03b8508d73d9a5b356314d42e6185094a823f8fe1f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.02682",
    "kind": "arxiv",
    "version": 2
  }
}