Pith Number

pith:NGWNRI6M

pith:2021:NGWNRI6MY7V6ODNQ7MO4H6MDDF

not attested not anchored not stored refs pending

Scaling up Mean Field Games with Online Mirror Descent

Georgios Piliouras, Julien Perolat, Karl Tuyls, Mathieu Lauri\`ere, Matthieu Geist, Olivier Pietquin, Romuald Elie, Sarah Perrin

arxiv:2103.00623 v1 · 2021-02-28 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NGWNRI6MY7V6ODNQ7MO4H6MDDF}

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

3 papers in Pith

Bregman-projected mirror methods for regularized stationary mean-field games

Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning

Towards Model-Free Learning in Dynamic Population Games: An Application to Karma Economies

Receipt and verification

First computed	2026-07-05T02:19:07.735197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69acd8a3ccc7ebe70db0fb1dc3f9831966c1fe35f15e069b5e958eaaab62a944

Aliases

arxiv: 2103.00623 · arxiv_version: 2103.00623v1 · doi: 10.48550/arxiv.2103.00623 · pith_short_12: NGWNRI6MY7V6 · pith_short_16: NGWNRI6MY7V6ODNQ · pith_short_8: NGWNRI6M

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/NGWNRI6MY7V6ODNQ7MO4H6MDDF \
  | 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: 69acd8a3ccc7ebe70db0fb1dc3f9831966c1fe35f15e069b5e958eaaab62a944

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b83a34065fa01425c92eb3e119a706595c17a365a9f51163e4e496b4ac76acb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-02-28T21:28:36Z",
    "title_canon_sha256": "f1e711eba5f0dd649abd130f0ef7abfd0802d9be99d033734d8329d21f09d03b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.00623",
    "kind": "arxiv",
    "version": 1
  }
}