Pith Number

pith:6EKVWULU

pith:2020:6EKVWULUOC6VBCV75MCVZ4H5K2

not attested not anchored not stored refs pending

Q-Learning in Regularized Mean-field Games

Berkay Anahtarci, Can Deha Kariksiz, Naci Saldi

arxiv:2003.12151 v3 · 2020-03-24 · math.OC · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6EKVWULUOC6VBCV75MCVZ4H5K2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T05:14:54.366087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1155b517470bd508abfeb055cf0fd568bc5cb30fe70c21d8cd23af2712b6d91

Aliases

arxiv: 2003.12151 · arxiv_version: 2003.12151v3 · doi: 10.48550/arxiv.2003.12151 · pith_short_12: 6EKVWULUOC6V · pith_short_16: 6EKVWULUOC6VBCV7 · pith_short_8: 6EKVWULU

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/6EKVWULUOC6VBCV75MCVZ4H5K2 \
  | 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: f1155b517470bd508abfeb055cf0fd568bc5cb30fe70c21d8cd23af2712b6d91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5f54dc989fd9df5b2efe329fb08b2618f89a9af77973787b2625894e332370f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2020-03-24T12:50:48Z",
    "title_canon_sha256": "e78aae9206280f4b006176e6b3e1a2b8fe94850b1b3f65ba77a959d57687bd2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.12151",
    "kind": "arxiv",
    "version": 3
  }
}