Pith Number

pith:FCEVXODY

pith:2023:FCEVXODYOUGURBHUUYA5OEZKZO

not attested not anchored not stored refs pending

TransfQMix: Transformers for Leveraging the Graph Structure of Multi-Agent Reinforcement Learning Problems

Ivan Masmitja, Mario Martin, Matteo Gallici

arxiv:2301.05334 v1 · 2023-01-13 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FCEVXODYOUGURBHUUYA5OEZKZO}

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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

2 papers in Pith

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

Asynchronous Cooperative Multi-Agent Reinforcement Learning with Limited Communication

Receipt and verification

First computed	2026-07-05T05:32:51.885877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28895bb878750d4884f4a601d7132acb8998ff0ed1294b3878a0e36a697e7307

Aliases

arxiv: 2301.05334 · arxiv_version: 2301.05334v1 · doi: 10.48550/arxiv.2301.05334 · pith_short_12: FCEVXODYOUGU · pith_short_16: FCEVXODYOUGURBHU · pith_short_8: FCEVXODY

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/FCEVXODYOUGURBHUUYA5OEZKZO \
  | 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: 28895bb878750d4884f4a601d7132acb8998ff0ed1294b3878a0e36a697e7307

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1db2c1109d1a1704ce87a559c20c9a07939b95dbe9227a9df68e48bb6ffce8d7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-13T00:07:08Z",
    "title_canon_sha256": "921ad800c58080e1e5bc4692a59d6cac041c9a794894d20ff9dc41d54e375b13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.05334",
    "kind": "arxiv",
    "version": 1
  }
}