Pith Number

pith:BSTLFRJY

pith:2017:BSTLFRJYSVSFHGADXEIVRI56PN

not attested not anchored not stored refs pending

Deep Reinforcement Learning for List-wise Recommendations

Dawei Yin, Jiliang Tang, Liang Zhang, Long Xia, Xiangyu Zhao, Zhuoye Ding

arxiv:1801.00209 v3 · 2017-12-30 · 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{BSTLFRJYSVSFHGADXEIVRI56PN}

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.

Cited by

3 papers in Pith

Combinatorial Keyword Recommendations for Sponsored Search with Deep Reinforcement Learning

Time-Constrained Recommendations: Reinforcement Learning Strategies for E-Commerce

Beyond Static Best-of-N: Bayesian List-wise Alignment for LLM-based Recommendation

Receipt and verification

First computed	2026-05-17T23:42:08.849357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ca6b2c5389564539803b91158a3be7b7a0e8fae4857109400d408535ca0978b

Aliases

arxiv: 1801.00209 · arxiv_version: 1801.00209v3 · doi: 10.48550/arxiv.1801.00209 · pith_short_12: BSTLFRJYSVSF · pith_short_16: BSTLFRJYSVSFHGAD · pith_short_8: BSTLFRJY

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/BSTLFRJYSVSFHGADXEIVRI56PN \
  | 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: 0ca6b2c5389564539803b91158a3be7b7a0e8fae4857109400d408535ca0978b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fc3f4b96b6a3fc1fbc2aace4d02febc85b909047b2260972893c4b1d1c758e1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-30T23:30:36Z",
    "title_canon_sha256": "94e96c6b8263023065437dfcbdc8f0d23d87d09b5075f37634c368bbb0de4fcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.00209",
    "kind": "arxiv",
    "version": 3
  }
}