Pith Number

pith:BCP7KPKS

pith:2024:BCP7KPKSNWZCFHU7MV5NNDUUTE

not attested not anchored not stored refs pending

Analysis of Multiscale Reinforcement Q-Learning Algorithms for Mean Field Control Games

Andrea Angiuli, Jean-Pierre Fouque, Mathieu Lauri\`ere, Mengrui Zhang

arxiv:2405.17017 v3 · 2024-05-27 · math.OC · cs.LG · 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{BCP7KPKSNWZCFHU7MV5NNDUUTE}

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.

Receipt and verification

First computed	2026-07-05T08:27:08.714813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

089ff53d526db2229e9f657ad68e9499307954b613e485f81a369655a2c7faba

Aliases

arxiv: 2405.17017 · arxiv_version: 2405.17017v3 · doi: 10.48550/arxiv.2405.17017 · pith_short_12: BCP7KPKSNWZC · pith_short_16: BCP7KPKSNWZCFHU7 · pith_short_8: BCP7KPKS

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/BCP7KPKSNWZCFHU7MV5NNDUUTE \
  | 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: 089ff53d526db2229e9f657ad68e9499307954b613e485f81a369655a2c7faba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4952b1c75d08546b26f56747692d564b8ea46471624df424c95a048c4ba51def",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-05-27T10:01:52Z",
    "title_canon_sha256": "fa86aa8aede4d054686838e5703b06a1ee6f6577f0cfc70db781758934939730"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17017",
    "kind": "arxiv",
    "version": 3
  }
}