Pith Number

pith:G2LEPIFC

pith:2024:G2LEPIFCJEDPUOZBHDWCBGSBHI

not attested not anchored not stored refs pending

Simulation-Based Benchmarking of Reinforcement Learning Agents for Personalized Retail Promotions

Joshua Mabry, Sriram Narayanamoorthy, Yu Xia, Zhengyuan Zhou

arxiv:2405.10469 v1 · 2024-05-16 · cs.AI · cs.LG · econ.EM · 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{G2LEPIFCJEDPUOZBHDWCBGSBHI}

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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

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype

Receipt and verification

First computed	2026-07-05T08:20:00.498083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

369647a0a24906fa3b2138ec209a413a04f7e22956c39e7cfb5b3690b55cf7b0

Aliases

arxiv: 2405.10469 · arxiv_version: 2405.10469v1 · doi: 10.48550/arxiv.2405.10469 · pith_short_12: G2LEPIFCJEDP · pith_short_16: G2LEPIFCJEDPUOZB · pith_short_8: G2LEPIFC

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/G2LEPIFCJEDPUOZBHDWCBGSBHI \
  | 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: 369647a0a24906fa3b2138ec209a413a04f7e22956c39e7cfb5b3690b55cf7b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5e2d9612b47fd99d80a18e8202bc5197fae44f3d3324086cf0efed8deecebe7",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-16T23:27:21Z",
    "title_canon_sha256": "a4133f79ee291c80ac97a2c6fb474c3aea760242ccb791f5cfab259ba4e90dc9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.10469",
    "kind": "arxiv",
    "version": 1
  }
}