Pith Number

pith:DWV66SVZ

pith:2022:DWV66SVZ4URPPHXY3SG3MEP5MZ

not attested not anchored not stored refs pending

Efficient Policy Generation in Multi-Agent Systems via Hypergraph Neural Network

Bin Zhang, Dapeng Li, Guoliang Fan, Yunpeng Bai, Zhiwei Xu

arxiv:2203.03265 v2 · 2022-03-07 · cs.AI · cs.MA

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

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\usepackage{pith}
\pithnumber{DWV66SVZ4URPPHXY3SG3MEP5MZ}

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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

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

Receipt and verification

First computed	2026-07-05T05:05:03.470463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dabef4ab9e522f79ef8dc8db611fd664182033f341b45ff151935c8904b3e93

Aliases

arxiv: 2203.03265 · arxiv_version: 2203.03265v2 · doi: 10.48550/arxiv.2203.03265 · pith_short_12: DWV66SVZ4URP · pith_short_16: DWV66SVZ4URPPHXY · pith_short_8: DWV66SVZ

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/DWV66SVZ4URPPHXY3SG3MEP5MZ \
  | 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: 1dabef4ab9e522f79ef8dc8db611fd664182033f341b45ff151935c8904b3e93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a27dc5773a7f8804d2701889835bf9725584109de42e6ec1e624e8f4be2a24f",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-03-07T10:34:40Z",
    "title_canon_sha256": "9adedc19f83955330c9f44d86a31431cfe14ac00e5a88972933c66f501c22eba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.03265",
    "kind": "arxiv",
    "version": 2
  }
}