Pith Number

pith:FHH5Q35P

pith:2020:FHH5Q35PCHRNTMZICVFEYNULFQ

not attested not anchored not stored refs pending

Towards Heterogeneous Multi-Agent Reinforcement Learning with Graph Neural Networks

Douglas De Rizzo Meneghetti, Reinaldo Augusto da Costa Bianchi

arxiv:2009.13161 v3 · 2020-09-28 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{FHH5Q35PCHRNTMZICVFEYNULFQ}

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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

Heterogeneous Policy Networks for Composite Robot Team Communication and Coordination

Receipt and verification

First computed	2026-07-05T01:44:50.986264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29cfd86faf11e2d9b328154a4c368b2c012edebe5569794c22a7f803501e8080

Aliases

arxiv: 2009.13161 · arxiv_version: 2009.13161v3 · doi: 10.48550/arxiv.2009.13161 · pith_short_12: FHH5Q35PCHRN · pith_short_16: FHH5Q35PCHRNTMZI · pith_short_8: FHH5Q35P

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/FHH5Q35PCHRNTMZICVFEYNULFQ \
  | 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: 29cfd86faf11e2d9b328154a4c368b2c012edebe5569794c22a7f803501e8080

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91784cefec52edcf79cfe9611f0b2ee6233e9ec66a367f535f9f42b22a70a7aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-09-28T09:15:04Z",
    "title_canon_sha256": "1dcf02998d613db023521f643911bade1e8839fa3a822986c65437692274f124"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.13161",
    "kind": "arxiv",
    "version": 3
  }
}