Pith Number

pith:MS2TNFAL

pith:2022:MS2TNFAL6OBRB3RHA3KJMXAUAF

not attested not anchored not stored refs pending

Model-based Multi-agent Reinforcement Learning: Recent Progress and Prospects

Weinan Zhang, Xihuai Wang, Zhicheng Zhang

arxiv:2203.10603 v1 · 2022-03-20 · cs.MA · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{MS2TNFAL6OBRB3RHA3KJMXAUAF}

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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

Cooperative Long Rope Skipping via Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:53:58.936953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64b536940bf38310ee2706d4965c14017694c12b47fb138b32c9f45e2aff954e

Aliases

arxiv: 2203.10603 · arxiv_version: 2203.10603v1 · doi: 10.48550/arxiv.2203.10603 · pith_short_12: MS2TNFAL6OBR · pith_short_16: MS2TNFAL6OBRB3RH · pith_short_8: MS2TNFAL

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/MS2TNFAL6OBRB3RHA3KJMXAUAF \
  | 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: 64b536940bf38310ee2706d4965c14017694c12b47fb138b32c9f45e2aff954e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2881e4dec95d6a2d4d0e85ba535fa8f5ad5cbf7628c3df79770c54a9952437a1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-03-20T17:24:47Z",
    "title_canon_sha256": "d5363bc399f161881a10f3b9ea424d565b586c01a386a870d9c8f761449af002"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.10603",
    "kind": "arxiv",
    "version": 1
  }
}