Pith Number

pith:2TY3AVQW

pith:2021:2TY3AVQWZZSLSTYQMCW3WFQRCT

not attested not anchored not stored refs pending

MNL-Bandit with Knapsacks: a near-optimal algorithm

Abdellah Aznag, Noemie Perivier, Vineet Goyal

arxiv:2106.01135 v5 · 2021-06-02 · cs.LG · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2TY3AVQWZZSLSTYQMCW3WFQRCT}

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	2026-07-05T07:36:48.277854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4f1b05616ce64b94f1060adbb161114db8dc79e18e03b83d38091de673182d8

Aliases

arxiv: 2106.01135 · arxiv_version: 2106.01135v5 · doi: 10.48550/arxiv.2106.01135 · pith_short_12: 2TY3AVQWZZSL · pith_short_16: 2TY3AVQWZZSLSTYQ · pith_short_8: 2TY3AVQW

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/2TY3AVQWZZSLSTYQMCW3WFQRCT \
  | 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: d4f1b05616ce64b94f1060adbb161114db8dc79e18e03b83d38091de673182d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "576963f8b7a86bffb225eabad42feab75c975a56e77a8da68886c5152c467b4c",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T13:05:34Z",
    "title_canon_sha256": "3c9766b418830221a7521c8abcefa0cac0a6f41d266f837ad886f0aea4319964"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01135",
    "kind": "arxiv",
    "version": 5
  }
}