Pith Number

pith:QCIPLNQ5

pith:2021:QCIPLNQ5ZYZOXL3PLSXE43YO3Y

not attested not anchored not stored refs pending

Centralized Model and Exploration Policy for Multi-Agent RL

Animesh Garg, Chris Lu, Jakob Foerster, Qizhen Zhang

arxiv:2107.06434 v2 · 2021-07-14 · 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{QCIPLNQ5ZYZOXL3PLSXE43YO3Y}

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

Toward Adaptable Multi-Agent Reinforcement Learning: An Assumption-Aware Review

Receipt and verification

First computed	2026-07-05T03:54:22.048019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8090f5b61dce32ebaf6f5cae4e6f0ede38efe88b63ed8c87aea596ab61cd5758

Aliases

arxiv: 2107.06434 · arxiv_version: 2107.06434v2 · doi: 10.48550/arxiv.2107.06434 · pith_short_12: QCIPLNQ5ZYZO · pith_short_16: QCIPLNQ5ZYZOXL3P · pith_short_8: QCIPLNQ5

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/QCIPLNQ5ZYZOXL3PLSXE43YO3Y \
  | 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: 8090f5b61dce32ebaf6f5cae4e6f0ede38efe88b63ed8c87aea596ab61cd5758

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6a0388c08955990855596ce32a0b89b87095ab9e7c10144f56c2aeae2470675",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-07-14T00:34:08Z",
    "title_canon_sha256": "526e37b6a0b000c946a30097c6aa6b307e8fc5d4879809754352a6f08f4705c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.06434",
    "kind": "arxiv",
    "version": 2
  }
}