Pith Number

pith:ZXXFMGJC

pith:2023:ZXXFMGJCWZYPDVNH4YSWJYNPUM

not attested not anchored not stored refs pending

Mean-Field Control based Approximation of Multi-Agent Reinforcement Learning in Presence of a Non-decomposable Shared Global State

Satish V. Ukkusuri, Vaneet Aggarwal, Washim Uddin Mondal

arxiv:2301.06889 v2 · 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{ZXXFMGJCWZYPDVNH4YSWJYNPUM}

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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

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

Receipt and verification

First computed	2026-07-05T06:14:23.646675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdee561922b670f1d5a7e62564e1afa3207d52a3372de1f9d353b539c273eefc

Aliases

arxiv: 2301.06889 · arxiv_version: 2301.06889v2 · doi: 10.48550/arxiv.2301.06889 · pith_short_12: ZXXFMGJCWZYP · pith_short_16: ZXXFMGJCWZYPDVNH · pith_short_8: ZXXFMGJC

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/ZXXFMGJCWZYPDVNH4YSWJYNPUM \
  | 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: cdee561922b670f1d5a7e62564e1afa3207d52a3372de1f9d353b539c273eefc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3abae18c879bdcae2731b54367f8595d0ad49ca5d2257e2f7a1637eaa03a53ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-13T18:55:58Z",
    "title_canon_sha256": "cec5bbea5fa2c9511b34174ae8fddf32fb9fa71af3b4438f348c708e1025bbf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.06889",
    "kind": "arxiv",
    "version": 2
  }
}