Pith Number

pith:SJ4SP7F2

pith:2020:SJ4SP7F22E32SCKQNQBIXNRN3I

not attested not anchored not stored refs pending

Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning

Jayesh K. Gupta, Mykel J. Kochenderfer, Peter Morales, Ross Allen, Sheng Li

arxiv:2006.11438 v2 · 2020-06-19 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SJ4SP7F22E32SCKQNQBIXNRN3I}

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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	2026-07-05T02:12:41.682964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

927927fcbad137a909506c028bb62dda0cc666eb347f5a96c4381445b18ac120

Aliases

arxiv: 2006.11438 · arxiv_version: 2006.11438v2 · doi: 10.48550/arxiv.2006.11438 · pith_short_12: SJ4SP7F22E32 · pith_short_16: SJ4SP7F22E32SCKQ · pith_short_8: SJ4SP7F2

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/SJ4SP7F22E32SCKQNQBIXNRN3I \
  | 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: 927927fcbad137a909506c028bb62dda0cc666eb347f5a96c4381445b18ac120

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66c8bae5c6b363df51e0101f6f957701394f724be6c3f2b89e4eec473188d382",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-19T23:41:49Z",
    "title_canon_sha256": "ad48ffa4e9dae25ea26a464c7a9289607b26d36a0e1b39e970c1284f0aa66abb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.11438",
    "kind": "arxiv",
    "version": 2
  }
}