Pith Number

pith:E67OTSZE

pith:2022:E67OTSZERRZHNKBR2KRB6V3SHF

not attested not anchored not stored refs pending

Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments

Jingda Wu, Qi Liu, Shihua Yuan, Xueyuan Li, Zirui Li

arxiv:2201.12776 v1 · 2022-01-30 · cs.RO · cs.AI

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\usepackage{pith}
\pithnumber{E67OTSZERRZHNKBR2KRB6V3SHF}

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Record completeness

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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

Causal-Inspired Multi-Agent Decision-Making via Graph Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:52:39.838481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27bee9cb248c7276a831d2a21f57723946b7dcdaf802021edb72260f53772e09

Aliases

arxiv: 2201.12776 · arxiv_version: 2201.12776v1 · doi: 10.48550/arxiv.2201.12776 · pith_short_12: E67OTSZERRZH · pith_short_16: E67OTSZERRZHNKBR · pith_short_8: E67OTSZE

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/E67OTSZERRZHNKBR2KRB6V3SHF \
  | 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: 27bee9cb248c7276a831d2a21f57723946b7dcdaf802021edb72260f53772e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32bf20f18439e9ca9e7fd9c9e08c758c8ec5fd230bde0c050f3d738790005d82",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2022-01-30T10:09:43Z",
    "title_canon_sha256": "80f391a126e5c09998c9d9c1a856f96c9a133bbdca63009f7ed29e0e96cf271b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12776",
    "kind": "arxiv",
    "version": 1
  }
}