Pith Number

pith:7T5L3QZX

pith:2022:7T5L3QZXV3CNNAA36WLOSSDFUW

not attested not anchored not stored refs pending

Probabilistic Rank and Reward: A Scalable Model for Slate Recommendation

Achraf Ait Sidi Hammou, David Rohde, Flavian Vasile, Imad Aouali, Otmane Sakhi

arxiv:2208.06263 v3 · 2022-08-10 · cs.IR · 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{7T5L3QZXV3CNNAA36WLOSSDFUW}

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

1 paper in Pith

Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation

Receipt and verification

First computed	2026-07-05T08:40:04.094569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcfabdc337aec4d6801bf596e94865a5a6cf2d8a0ed0d3d95ed39b78a6308d54

Aliases

arxiv: 2208.06263 · arxiv_version: 2208.06263v3 · doi: 10.48550/arxiv.2208.06263 · pith_short_12: 7T5L3QZXV3CN · pith_short_16: 7T5L3QZXV3CNNAA3 · pith_short_8: 7T5L3QZX

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/7T5L3QZXV3CNNAA36WLOSSDFUW \
  | 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: fcfabdc337aec4d6801bf596e94865a5a6cf2d8a0ed0d3d95ed39b78a6308d54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "348db96041158b93294e9d2ce3341c39ba98e7bc759135116e423f14ba60309c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-08-10T13:18:00Z",
    "title_canon_sha256": "6605bfdb31598643c42f4ab745d1dd3da5f3979f63e058b191c20f13889ee415"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.06263",
    "kind": "arxiv",
    "version": 3
  }
}