Pith Number

pith:32P3K6V4

pith:2023:32P3K6V42GYFXH3DMMJPZ3RHLE

not attested not anchored not stored refs pending

Offline Reinforcement Learning for Optimizing Production Bidding Policies

Alex Nikulkov, Artsiom Balakir, Dmytro Korenkevych, Frank Cheng, Lingnan Gao, Zheqing Zhu, Zhihao Cen, Zuobing Xu

arxiv:2310.09426 v1 · 2023-10-13 · cs.LG · 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{32P3K6V42GYFXH3DMMJPZ3RHLE}

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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

Permutation Equivariant Model-based Offline Reinforcement Learning for Auto-bidding

Receipt and verification

First computed	2026-07-05T07:00:47.738405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de9fb57abcd1b05b9f636312fcee2759171bb0aa9bf8820a203d3a0afcded811

Aliases

arxiv: 2310.09426 · arxiv_version: 2310.09426v1 · doi: 10.48550/arxiv.2310.09426 · pith_short_12: 32P3K6V42GYF · pith_short_16: 32P3K6V42GYFXH3D · pith_short_8: 32P3K6V4

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/32P3K6V42GYFXH3DMMJPZ3RHLE \
  | 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: de9fb57abcd1b05b9f636312fcee2759171bb0aa9bf8820a203d3a0afcded811

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d30f657453f3337b407ddad5e003403c2b3cb99dbcf7e6a3c2c342b5b98df024",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-13T22:14:51Z",
    "title_canon_sha256": "1971c5a0702ebeebdf9d40922e55d0345efdc0da28f13087c84b1ef1e4571c5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09426",
    "kind": "arxiv",
    "version": 1
  }
}