Pith Number

pith:RVVYFYMW

pith:2022:RVVYFYMWQ2NOVZRUBC2RGIMNUM

not attested not anchored not stored refs pending

Independent Policy Gradient for Large-Scale Markov Potential Games: Sharper Rates, Function Approximation, and Game-Agnostic Convergence

Chen-Yu Wei, Dongsheng Ding, Kaiqing Zhang, Mihailo R. Jovanovi\'c

arxiv:2202.04129 v3 · 2022-02-08 · cs.LG · cs.GT · cs.MA · 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{RVVYFYMWQ2NOVZRUBC2RGIMNUM}

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	2026-07-05T04:46:13.503339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d6b82e196869aeae63408b513218da33fea352d81a7d50b4a267229f192c2d9

Aliases

arxiv: 2202.04129 · arxiv_version: 2202.04129v3 · doi: 10.48550/arxiv.2202.04129 · pith_short_12: RVVYFYMWQ2NO · pith_short_16: RVVYFYMWQ2NOVZRU · pith_short_8: RVVYFYMW

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/RVVYFYMWQ2NOVZRUBC2RGIMNUM \
  | 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: 8d6b82e196869aeae63408b513218da33fea352d81a7d50b4a267229f192c2d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6f5ec59b0778c65e704d685fae48f63cf6fe3a231c5a7a1648630b3a3e03f1d",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.MA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-08T20:09:47Z",
    "title_canon_sha256": "6f7fac9bf0898109d5d8859055d483c9de5f7415bef5640b425df6b1b86178b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.04129",
    "kind": "arxiv",
    "version": 3
  }
}