Pith Number

pith:SZYYRFEV

pith:2018:SZYYRFEVQHGHFQWNUPIKI26RJE

not attested not anchored not stored refs pending

Multinomial Logit Bandit with Linear Utility Functions

Mingdong Ou, Nan Li, Rong Jin, Shenghuo Zhu

arxiv:1805.02971 v2 · 2018-05-08 · cs.LG · cs.AI · 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{SZYYRFEVQHGHFQWNUPIKI26RJE}

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	2026-05-17T23:52:18.380652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

967188949581cc72c2cda3d0a46bd1492695efd3cf81212eb829563829875eab

Aliases

arxiv: 1805.02971 · arxiv_version: 1805.02971v2 · doi: 10.48550/arxiv.1805.02971 · pith_short_12: SZYYRFEVQHGH · pith_short_16: SZYYRFEVQHGHFQWN · pith_short_8: SZYYRFEV

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/SZYYRFEVQHGHFQWNUPIKI26RJE \
  | 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: 967188949581cc72c2cda3d0a46bd1492695efd3cf81212eb829563829875eab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c838ddf92b0f750dcb855af7b7ed3093bb6a1c359f4eb5070f0454406f7100aa",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-08T12:23:54Z",
    "title_canon_sha256": "fd9bff22f35ef100f75c4c3d9554a329b5e55ad6a525f1476f7a618a631896ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.02971",
    "kind": "arxiv",
    "version": 2
  }
}