Pith Number

pith:TTOFZDRZ

pith:2022:TTOFZDRZLCF5GSYWZE6L6PNK3O

not attested not anchored not stored refs pending

Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model

Gen Li, Yuejie Chi, Yuting Wei, Yuxin Chen

arxiv:2208.10458 v2 · 2022-08-22 · cs.LG · cs.GT · cs.IT · cs.SY · eess.SY · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TTOFZDRZLCF5GSYWZE6L6PNK3O}

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

Sample-efficient inductive matrix completion with noise and inexact side-information

Receipt and verification

First computed	2026-07-05T05:05:50.319112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cdc5c8e39588bd34b16c93cbf3daadbb381a9e354aa932bd4e3bb87e106ed92

Aliases

arxiv: 2208.10458 · arxiv_version: 2208.10458v2 · doi: 10.48550/arxiv.2208.10458 · pith_short_12: TTOFZDRZLCF5 · pith_short_16: TTOFZDRZLCF5GSYW · pith_short_8: TTOFZDRZ

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/TTOFZDRZLCF5GSYWZE6L6PNK3O \
  | 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: 9cdc5c8e39588bd34b16c93cbf3daadbb381a9e354aa932bd4e3bb87e106ed92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "721a68393c5342e77106b6b3d4b3a9fe6010a19e5c1f67c02bd06718201fd686",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.IT",
      "cs.SY",
      "eess.SY",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-22T17:24:55Z",
    "title_canon_sha256": "01baf57247e938b494eee6d5465019d106f6316f5c6a7f313e39aebada7a60aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10458",
    "kind": "arxiv",
    "version": 2
  }
}