Pith Number

pith:F6OAXUZE

pith:2025:F6OAXUZEVFJIN4HG3DMWOYV7Z3

not attested not anchored not stored refs pending

Dynamic Assortment Selection and Pricing with Censored Preference Feedback

Jung-Hun Kim, Min-hwan Oh

arxiv:2504.02324 v1 · 2025-04-03 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6OAXUZEVFJIN4HG3DMWOYV7Z3}

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

Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing

Receipt and verification

First computed	2026-07-05T10:43:54.894732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f9c0bd324a95286f0e6d8d96762bfcef178c32fe2626a83e2f679f11546ab11

Aliases

arxiv: 2504.02324 · arxiv_version: 2504.02324v1 · doi: 10.48550/arxiv.2504.02324 · pith_short_12: F6OAXUZEVFJI · pith_short_16: F6OAXUZEVFJIN4HG · pith_short_8: F6OAXUZE

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/F6OAXUZEVFJIN4HG3DMWOYV7Z3 \
  | 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: 2f9c0bd324a95286f0e6d8d96762bfcef178c32fe2626a83e2f679f11546ab11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e9de28ae3967c90e9318cb3bdb3a48400f7c7ba174fa0af747bf27f26ff253a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-04-03T06:56:08Z",
    "title_canon_sha256": "4fc0e3f642de244cbdbea7cd2c5fdc41b3396ecf3a1085508e274bc13036c1c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02324",
    "kind": "arxiv",
    "version": 1
  }
}