Pith Number

pith:UX2V6BZ2

pith:2020:UX2V6BZ2RTN3B3QVEXJNCRJK3K

not attested not anchored not stored refs pending

Unified Reinforcement Q-Learning for Mean Field Game and Control Problems

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

arxiv:2006.13912 v3 · 2020-06-24 · 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{UX2V6BZ2RTN3B3QVEXJNCRJK3K}

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

Finite-Sample Convergence Bounds for Trust Region Policy Optimization in Mean-Field Games

Receipt and verification

First computed	2026-07-05T02:44:32.893093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5f55f073a8cdbb0ee1525d2d1452adaa415a3de570ba0a8b1cd403269d2d6f0

Aliases

arxiv: 2006.13912 · arxiv_version: 2006.13912v3 · doi: 10.48550/arxiv.2006.13912 · pith_short_12: UX2V6BZ2RTN3 · pith_short_16: UX2V6BZ2RTN3B3QV · pith_short_8: UX2V6BZ2

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/UX2V6BZ2RTN3B3QVEXJNCRJK3K \
  | 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: a5f55f073a8cdbb0ee1525d2d1452adaa415a3de570ba0a8b1cd403269d2d6f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc760142b4533904868a68310b0dae1c224c6838c392b73199a7198399f50a45",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2020-06-24T17:45:44Z",
    "title_canon_sha256": "a3fe134ea2c58c2e635f127efda89937d54b48c86ce61d8cd96cbfdea122b928"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.13912",
    "kind": "arxiv",
    "version": 3
  }
}