Pith Number

pith:SWG23O5X

pith:2021:SWG23O5X3HMI6KNBMX6K6RZ5UN

not attested not anchored not stored refs pending

Provably Efficient Multi-Agent Reinforcement Learning with Fully Decentralized Communication

Justin Lidard, Naomi Ehrich Leonard, Udari Madhushani

arxiv:2110.07392 v2 · 2021-10-14 · cs.LG · 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{SWG23O5X3HMI6KNBMX6K6RZ5UN}

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	2026-07-05T04:19:22.598065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

958dadbbb7d9d88f29a165fcaf473da37b4a56ffd07cebaf477fac610e13bf73

Aliases

arxiv: 2110.07392 · arxiv_version: 2110.07392v2 · doi: 10.48550/arxiv.2110.07392 · pith_short_12: SWG23O5X3HMI · pith_short_16: SWG23O5X3HMI6KNB · pith_short_8: SWG23O5X

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/SWG23O5X3HMI6KNBMX6K6RZ5UN \
  | 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: 958dadbbb7d9d88f29a165fcaf473da37b4a56ffd07cebaf477fac610e13bf73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b74ec37688ba044b738f8eda4982636659c4446638459e299a757abd00dd026",
    "cross_cats_sorted": [
      "cs.MA",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-14T14:27:27Z",
    "title_canon_sha256": "1f1b9dde08f3ea8e09264fd609468c1b728692bbc705b7a99e82e9ebd6056cb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.07392",
    "kind": "arxiv",
    "version": 2
  }
}