Pith Number

pith:R5RD77UB

pith:2018:R5RD77UBHDTQEKSSDNOBY2KZYR

not attested not anchored not stored refs pending

Scalable Centralized Deep Multi-Agent Reinforcement Learning via Policy Gradients

Alejandro Ribeiro, Arbaaz Khan, Clark Zhang, Daniel D. Lee, Vijay Kumar

arxiv:1805.08776 v1 · 2018-05-22 · cs.LG · cs.AI · cs.MA · stat.ML

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\usepackage{pith}
\pithnumber{R5RD77UBHDTQEKSSDNOBY2KZYR}

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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

Learning Safe Unlabeled Multi-Robot Planning with Motion Constraints

Receipt and verification

First computed	2026-05-18T00:15:09.414669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f623ffe8138e7022a521b5c1c6959c4491e6b48930aa60b3963ff725157b5cf

Aliases

arxiv: 1805.08776 · arxiv_version: 1805.08776v1 · doi: 10.48550/arxiv.1805.08776 · pith_short_12: R5RD77UBHDTQ · pith_short_16: R5RD77UBHDTQEKSS · pith_short_8: R5RD77UB

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/R5RD77UBHDTQEKSSDNOBY2KZYR \
  | 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: 8f623ffe8138e7022a521b5c1c6959c4491e6b48930aa60b3963ff725157b5cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f6ab4cf8e42b9e22a8203f5e7fabbee061e12aa2e3668464f63d3a2505e9e51",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-22T00:31:03Z",
    "title_canon_sha256": "c961e3c436b05e70ce48f2d963d440039acc94173aa53ecb97ee6294bcb7db67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.08776",
    "kind": "arxiv",
    "version": 1
  }
}