Pith Number

pith:2CMGVAUT

pith:2022:2CMGVAUT4XDUJH3M3SYZF5UBYI

not attested not anchored not stored refs pending

BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion

Bo Tang, Fanglin Chen, Feiyu Xiong, Guomian Zhuang, Serim Hwang, Xiao Liu

arxiv:2207.07790 v1 · 2022-07-16 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2CMGVAUT4XDUJH3M3SYZF5UBYI}

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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

Generative Optimization for Incentivized Advertising with Global Level Constraints

Receipt and verification

First computed	2026-07-05T04:40:56.472197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0986a8293e5c7449f6cdcb192f681c2293a8a5080ee57616ad823ca4ff96395

Aliases

arxiv: 2207.07790 · arxiv_version: 2207.07790v1 · doi: 10.48550/arxiv.2207.07790 · pith_short_12: 2CMGVAUT4XDU · pith_short_16: 2CMGVAUT4XDUJH3M · pith_short_8: 2CMGVAUT

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/2CMGVAUT4XDUJH3M3SYZF5UBYI \
  | 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: d0986a8293e5c7449f6cdcb192f681c2293a8a5080ee57616ad823ca4ff96395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4270fb116bc42ba3c645e8b671e9c1213e4f7093260e0553b18410e64f5dcd5f",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-16T00:10:12Z",
    "title_canon_sha256": "7778f389960cef1a27467b8263cbb3bf6896f55a876a6a374e7acf04ef573c21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07790",
    "kind": "arxiv",
    "version": 1
  }
}