Pith Number

pith:LEOW5YXO

pith:2022:LEOW5YXO5L6CZGMLQ3ID7HBGBL

not attested not anchored not stored refs pending

A Multi-Agent Reinforcement Learning Framework for Off-Policy Evaluation in Two-sided Markets

Chengchun Shi, Ge Song, Hongtu Zhu, Rui Song, Runzhe Wan, Shikai Luo

arxiv:2202.10574 v4 · 2022-02-21 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEOW5YXO5L6CZGMLQ3ID7HBGBL}

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

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T05:54:28.160012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

591d6ee2eeeafc2c998b86d03f9c260aec93574f3bfe6d44a3707d501ca75b9a

Aliases

arxiv: 2202.10574 · arxiv_version: 2202.10574v4 · doi: 10.48550/arxiv.2202.10574 · pith_short_12: LEOW5YXO5L6C · pith_short_16: LEOW5YXO5L6CZGML · pith_short_8: LEOW5YXO

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/LEOW5YXO5L6CZGMLQ3ID7HBGBL \
  | 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: 591d6ee2eeeafc2c998b86d03f9c260aec93574f3bfe6d44a3707d501ca75b9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d48f16b7e801ffbc5d9c42e63754e76c71fe7dfbfbef973d96f0804e8d60390",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-21T23:36:40Z",
    "title_canon_sha256": "a30ca67c4cbeac3768eb6bbb302490fb603d45b393640eb21b45b7fd4bab5823"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.10574",
    "kind": "arxiv",
    "version": 4
  }
}