Pith Number

pith:FPOF5FUJ

pith:2022:FPOF5FUJVGZ2BOTJPAIEXS73EV

not attested not anchored not stored refs pending

Model-Based Reinforcement Learning for Offline Zero-Sum Markov Games

Gen Li, Jianqing Fan, Yuling Yan, Yuxin Chen

arxiv:2206.04044 v2 · 2022-06-08 · cs.LG · cs.GT · cs.IT · math.IT · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPOF5FUJVGZ2BOTJPAIEXS73EV}

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

2 papers in Pith

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

Adaptive Estimation and Optimal Control in Offline Contextual MDPs without Stationarity

Receipt and verification

First computed	2026-07-05T10:31:38.045692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bdc5e9689a9b3a0ba6978104bcbfb25719358c76918fe73b13ec161c42b85fc

Aliases

arxiv: 2206.04044 · arxiv_version: 2206.04044v2 · doi: 10.48550/arxiv.2206.04044 · pith_short_12: FPOF5FUJVGZ2 · pith_short_16: FPOF5FUJVGZ2BOTJ · pith_short_8: FPOF5FUJ

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/FPOF5FUJVGZ2BOTJPAIEXS73EV \
  | 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: 2bdc5e9689a9b3a0ba6978104bcbfb25719358c76918fe73b13ec161c42b85fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30a9c1138450eaddc1a29620c1478337fca8ab2c081d6d4cca77236fa881da22",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T17:58:06Z",
    "title_canon_sha256": "24978ce42b5a102902afc1142974520643a8e33b0eb9bea36daf30ff5fefffcd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04044",
    "kind": "arxiv",
    "version": 2
  }
}