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Pith Number

pith:6EZV4HPF

pith:2020:6EZV4HPFYX2JR4JEDOLEYGYXXX
not attested not anchored not stored refs pending

Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning

Deepak Khosla, Fan H. Hung, Navid Naderializadeh, Sean Soleyman

arxiv:2010.04740 v2 · 2020-10-09 · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{6EZV4HPFYX2JR4JEDOLEYGYXXX}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T02:14:11.575663Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f1335e1de5c5f498f1241b964c1b17bdfd8f7fee5cacd0d5468f44e17c024b75

Aliases

arxiv: 2010.04740 · arxiv_version: 2010.04740v2 · doi: 10.48550/arxiv.2010.04740 · pith_short_12: 6EZV4HPFYX2J · pith_short_16: 6EZV4HPFYX2JR4JE · pith_short_8: 6EZV4HPF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6EZV4HPFYX2JR4JEDOLEYGYXXX \
  | 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: f1335e1de5c5f498f1241b964c1b17bdfd8f7fee5cacd0d5468f44e17c024b75
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d4207901885f0048855855af1c92ecec985efdb88b482a3bbb8c58d64c48729e",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-09T18:01:01Z",
    "title_canon_sha256": "c92eea737295524ebbeaf569c3c6a79fb04fc0e400c664ff63958fe2f28ae09d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04740",
    "kind": "arxiv",
    "version": 2
  }
}