Pith Number

pith:F5YQUPED

pith:2024:F5YQUPEDZC34W73XKMHWW5XCF2

not attested not anchored not stored refs pending

Population-aware Online Mirror Descent for Mean-Field Games by Deep Reinforcement Learning

Ankur Mehta, Mathieu Lauriere, Matthieu Geist, Olivier Pietquin, Samuel Jia Cong Chua, Zida Wu

arxiv:2403.03552 v1 · 2024-03-06 · cs.GT · cs.LG · cs.MA · 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{F5YQUPEDZC34W73XKMHWW5XCF2}

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

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

Receipt and verification

First computed	2026-07-05T07:52:49.852930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f710a3c83c8b7cb7f77530f6b76e22eb57fa5fc8d5ac237ed2f5ce283413c91

Aliases

arxiv: 2403.03552 · arxiv_version: 2403.03552v1 · doi: 10.48550/arxiv.2403.03552 · pith_short_12: F5YQUPEDZC34 · pith_short_16: F5YQUPEDZC34W73X · pith_short_8: F5YQUPED

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/F5YQUPEDZC34W73XKMHWW5XCF2 \
  | 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: 2f710a3c83c8b7cb7f77530f6b76e22eb57fa5fc8d5ac237ed2f5ce283413c91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1894e4b7abee301a70ca2f884654da3f085aea3c4e3618b5b60e71a9ae8b728b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-03-06T08:55:34Z",
    "title_canon_sha256": "9e2d718669dae7d4b4151c00ece23201e47a8fb49c752f589f44d641e9a18e58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03552",
    "kind": "arxiv",
    "version": 1
  }
}