Pith Number

pith:6OD3NUAV

pith:2023:6OD3NUAV5QSKQNJ3CT2X5V6A6C

not attested not anchored not stored refs pending

AURO: Reinforcement Learning for Adaptive User Retention Optimization in Recommender Systems

Bin Yang, Bo An, Kun Gai, Lantao Hu, Peng Jiang, Qingpeng Cai, Zhenghai Xue

arxiv:2310.03984 v3 · 2023-10-06 · cs.IR · 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{6OD3NUAV5QSKQNJ3CT2X5V6A6C}

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	2026-07-05T10:20:09.960787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f387b6d015ec24a8353b14f57ed7c0f0a8220f9635d7b0a3f5163e20422c6ab7

Aliases

arxiv: 2310.03984 · arxiv_version: 2310.03984v3 · doi: 10.48550/arxiv.2310.03984 · pith_short_12: 6OD3NUAV5QSK · pith_short_16: 6OD3NUAV5QSKQNJ3 · pith_short_8: 6OD3NUAV

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/6OD3NUAV5QSKQNJ3CT2X5V6A6C \
  | 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: f387b6d015ec24a8353b14f57ed7c0f0a8220f9635d7b0a3f5163e20422c6ab7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "316a6848ffae663ec832bbeac1e6dc95c60abc60567e784520573a1aef6d1cbf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-10-06T02:45:21Z",
    "title_canon_sha256": "7e11f112f12a36b91e4829a757e4fe137310594e929fa9be8cd62eabf8ffc2cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03984",
    "kind": "arxiv",
    "version": 3
  }
}