Pith Number

pith:4RPFWBZG

pith:2007:4RPFWBZGI4BUL7ALZX72D2XE2X

not attested not anchored not stored refs pending

Direct Optimization of Ranking Measures

Alexander Smola, Quoc Le

arxiv:0704.3359 v1 · 2007-04-25 · cs.IR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4RPFWBZGI4BUL7ALZX72D2XE2X}

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

Accelerated learning from recommender systems using multi-armed bandit

Receipt and verification

First computed	2026-07-04T15:01:04.034773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e45e5b0726470345fc0bcdffa1eae4d5eeb83a454683353d2b617337b5358ea9

Aliases

arxiv: 0704.3359 · arxiv_version: 0704.3359v1 · doi: 10.48550/arxiv.0704.3359 · pith_short_12: 4RPFWBZGI4BU · pith_short_16: 4RPFWBZGI4BUL7AL · pith_short_8: 4RPFWBZG

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/4RPFWBZGI4BUL7ALZX72D2XE2X \
  | 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: e45e5b0726470345fc0bcdffa1eae4d5eeb83a454683353d2b617337b5358ea9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "941f70012e6bd9e1d2e3439a039a3e48bad12544f140b6d90a27e2ecf95c7282",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "",
    "primary_cat": "cs.IR",
    "submitted_at": "2007-04-25T12:36:55Z",
    "title_canon_sha256": "9dfc4f39f58e32f6e1d6cb522bc158ba8eca9ad28c1d336b5679657046e0984c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "0704.3359",
    "kind": "arxiv",
    "version": 1
  }
}