Pith Number

pith:NAHBDSF5

pith:2022:NAHBDSF5ESBDFMTXODYKKPVBR6

not attested not anchored not stored refs pending

Learning in Mean Field Games: A Survey

Julien P\'erolat, Mathieu Lauri\`ere, Matthieu Geist, Olivier Pietquin, Paul Muller, Romuald \'Elie, Sarah Perrin, Sertan Girgin

arxiv:2205.12944 v4 · 2022-05-25 · cs.LG · cs.AI · cs.GT · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NAHBDSF5ESBDFMTXODYKKPVBR6}

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

10 papers in Pith

Robust $Q$-learning for mean-field control under Wasserstein uncertainty in common noise

Mean Field Reinforcement Learning

Universal Approximation of Nonlinear Operators and Their Derivatives

Travel-time tomography from mean field game dynamics

Neural Mean-Field Games: Extending Mean-Field Game Theory with Neural Stochastic Differential Equations

Receipt and verification

First computed	2026-07-05T08:48:56.778915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

680e11c8bd248232b27770f0a53ea18fbf3cf4a28b5bd89b3d3b568171503a49

Aliases

arxiv: 2205.12944 · arxiv_version: 2205.12944v4 · doi: 10.48550/arxiv.2205.12944 · pith_short_12: NAHBDSF5ESBD · pith_short_16: NAHBDSF5ESBDFMTX · pith_short_8: NAHBDSF5

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/NAHBDSF5ESBDFMTXODYKKPVBR6 \
  | 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: 680e11c8bd248232b27770f0a53ea18fbf3cf4a28b5bd89b3d3b568171503a49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3decabd525fcfb56bd4f200792249180e1a2b522f929a564298927b1c91b34a4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-25T17:49:37Z",
    "title_canon_sha256": "cb56462660694a48048dc6799cad6aaaa1bea24b37ffdd290931b0bd61bd275a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12944",
    "kind": "arxiv",
    "version": 4
  }
}