Pith Number

pith:OC64QK3G

pith:2019:OC64QK3GYFQFAN6BELG3YNTWFS

not attested not anchored not stored refs pending

Reinforcement Learning for Slate-based Recommender Systems: A Tractable Decomposition and Practical Methodology

Craig Boutilier, Eugene Ie, Heng-Tze Cheng, Jim McFadden, Jing Wang, Morgane Lustman, Paul Covington, Ritesh Agarwal, Rui Wu, Sanmit Narvekar, Tushar Chandra, Vihan Jain, Vince Gatto

arxiv:1905.12767 v2 · 2019-05-29 · cs.LG · cs.AI · cs.IR · 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{OC64QK3GYFQFAN6BELG3YNTWFS}

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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

2 papers in Pith

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

Insider Attacks in Multi-Agent LLM Consensus Systems

Receipt and verification

First computed	2026-05-17T23:44:37.335623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70bdc82b66c1605037c122cdbc36762c90bef508bdb2ee9ba80521ee7ed665fd

Aliases

arxiv: 1905.12767 · arxiv_version: 1905.12767v2 · doi: 10.48550/arxiv.1905.12767 · pith_short_12: OC64QK3GYFQF · pith_short_16: OC64QK3GYFQFAN6B · pith_short_8: OC64QK3G

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/OC64QK3GYFQFAN6BELG3YNTWFS \
  | 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: 70bdc82b66c1605037c122cdbc36762c90bef508bdb2ee9ba80521ee7ed665fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abeb1d01cb9b74b89a36b6b9496ed5e4900cb27923981895f559fd22fe1d6f5e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-29T22:55:28Z",
    "title_canon_sha256": "85b52c4472ee8cdceb175af5b0095b9a7eba1c11aaabd0a29153b34582d2c6c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12767",
    "kind": "arxiv",
    "version": 2
  }
}