Pith Number

pith:YB3DV33F

pith:2023:YB3DV33F2VEV363ZFMWGEFYPO5

not attested not anchored not stored refs pending

GHQ: Grouped Hybrid Q Learning for Heterogeneous Cooperative Multi-agent Reinforcement Learning

Kai Lv, Sheng Han, Xiangsen Wang, Xiaoyang Yu, Youfang Lin

arxiv:2303.01070 v2 · 2023-03-02 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YB3DV33F2VEV363ZFMWGEFYPO5}

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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

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:55:19.884597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0763aef65d5495dfb792b2c62170f77632741e8ae786ea5dd183609bcdd5330

Aliases

arxiv: 2303.01070 · arxiv_version: 2303.01070v2 · doi: 10.48550/arxiv.2303.01070 · pith_short_12: YB3DV33F2VEV · pith_short_16: YB3DV33F2VEV363Z · pith_short_8: YB3DV33F

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/YB3DV33F2VEV363ZFMWGEFYPO5 \
  | 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: c0763aef65d5495dfb792b2c62170f77632741e8ae786ea5dd183609bcdd5330

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "076e6a8997c923f7c0399cfc1837451765e455987b467750550327f82df187b9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-03-02T08:45:49Z",
    "title_canon_sha256": "620e669fffa555c61f5cd03eaeddd72a28dec4701df37bf07d30c8b2e43dc99c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01070",
    "kind": "arxiv",
    "version": 2
  }
}