Pith Number

pith:7IQLZSEG

pith:2021:7IQLZSEG72MFRS6IHIKEO5L6TQ

not attested not anchored not stored refs pending

Efficient Model-Based Multi-Agent Mean-Field Reinforcement Learning

Andreas Krause, Barna P\'asztor, Ilija Bogunovic

arxiv:2107.04050 v2 · 2021-07-08 · stat.ML · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{7IQLZSEG72MFRS6IHIKEO5L6TQ}

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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

Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning

Continuous-time q-learning for mean-field control with common noise, part-II: q-learning algorithms

Receipt and verification

First computed	2026-07-05T06:08:02.103671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa20bcc886fe9858cbc83a1447757e9c38e3dc87c45ce9aad0125936b4e2d73f

Aliases

arxiv: 2107.04050 · arxiv_version: 2107.04050v2 · doi: 10.48550/arxiv.2107.04050 · pith_short_12: 7IQLZSEG72MF · pith_short_16: 7IQLZSEG72MFRS6I · pith_short_8: 7IQLZSEG

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/7IQLZSEG72MFRS6IHIKEO5L6TQ \
  | 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: fa20bcc886fe9858cbc83a1447757e9c38e3dc87c45ce9aad0125936b4e2d73f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e503e6ab3c44faebc02a4f41e83104fc6a2f2280c071b993e4679fc5e96c0524",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-07-08T18:01:02Z",
    "title_canon_sha256": "0f9b4ea43bd1b9f0f49e46d5c3d14a261ce1e8b0a234b1b3533cf6a8b71d856b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.04050",
    "kind": "arxiv",
    "version": 2
  }
}