Pith Number

pith:DUFQ3NAQ

pith:2026:DUFQ3NAQ2G3IHJDGI2UDIQJA2V

not attested not anchored not stored refs pending

Rank-Conditioned Sample Reuse for the Plackett--Luce Best-of-$K$ Objective

Melveena Jolly, Midhun Xavier

arxiv:2607.11146 v1 · 2026-07-13 · cs.LG · stat.ME · 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{DUFQ3NAQ2G3IHJDGI2UDIQJA2V}

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	2026-07-14T01:22:18.890540Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d0b0db410d1b683a46646a8344120d543323d9083175e956dc103e6ac3f3715

Aliases

arxiv: 2607.11146 · arxiv_version: 2607.11146v1 · doi: 10.48550/arxiv.2607.11146 · pith_short_12: DUFQ3NAQ2G3I · pith_short_16: DUFQ3NAQ2G3IHJDG · pith_short_8: DUFQ3NAQ

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/DUFQ3NAQ2G3IHJDGI2UDIQJA2V \
  | 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: 1d0b0db410d1b683a46646a8344120d543323d9083175e956dc103e6ac3f3715

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e50561bc05cebab0fec991c3d4f2279d0b03037c79954d40114b0f26b623b626",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-13T06:37:42Z",
    "title_canon_sha256": "d69d5a2e42d0c490879dcc41c4a1154ee9875467f3cd1a9add595e4dae61683e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11146",
    "kind": "arxiv",
    "version": 1
  }
}