Pith Number

pith:POTENRNH

pith:2023:POTENRNHV77G53XHBVZHHJXWCY

not attested not anchored not stored refs pending

Marketing Budget Allocation with Offline Constrained Deep Reinforcement Learning

Guannan Zhang, Jinjie Gu, Jiyan Jiang, Lihong Gu, Li Yu, Shiji Zhou, Tianchi Cai, Wenpeng Zhang, Xiaodong Zeng, Xierui Song

arxiv:2309.02669 v1 · 2023-09-06 · 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{POTENRNHV77G53XHBVZHHJXWCY}

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.

Receipt and verification

First computed	2026-07-05T06:48:15.742461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ba646c5a7affe6eeee70d7273a6f6163e8bddea4bb50324c4d80cc9405af1e1

Aliases

arxiv: 2309.02669 · arxiv_version: 2309.02669v1 · doi: 10.48550/arxiv.2309.02669 · pith_short_12: POTENRNHV77G · pith_short_16: POTENRNHV77G53XH · pith_short_8: POTENRNH

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/POTENRNHV77G53XHBVZHHJXWCY \
  | 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: 7ba646c5a7affe6eeee70d7273a6f6163e8bddea4bb50324c4d80cc9405af1e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c0b522d8c247918c820906c123c527a6c7824b9339c37e296fde106fa3bf3ea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-06T02:35:46Z",
    "title_canon_sha256": "1f072b5db66d2ef2c4049e853fe6b7da3528a5dd99d9a028488b893df77259bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02669",
    "kind": "arxiv",
    "version": 1
  }
}