Pith Number

pith:DKIJPXFJ

pith:2025:DKIJPXFJSTY6EHVNZ6FDQXFUBZ

not attested not anchored not stored refs pending

Improved Online Confidence Bounds for Multinomial Logistic Bandits

Joongkyu Lee, Min-hwan Oh

arxiv:2502.10020 v5 · 2025-02-14 · 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{DKIJPXFJSTY6EHVNZ6FDQXFUBZ}

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

4 papers in Pith

Optimal Exploration of New Products under Assortment Decisions

Minimax Optimal Variance-Aware Regret Bounds for Multinomial Logistic MDPs

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

Optimal Exploration of New Products under Assortment Decisions

Receipt and verification

First computed	2026-07-05T11:22:17.742062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9097dca994f1e21eadcf8a385cb40e610c0ea026c3f7ab47244f08630bcf4b

Aliases

arxiv: 2502.10020 · arxiv_version: 2502.10020v5 · doi: 10.48550/arxiv.2502.10020 · pith_short_12: DKIJPXFJSTY6 · pith_short_16: DKIJPXFJSTY6EHVN · pith_short_8: DKIJPXFJ

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/DKIJPXFJSTY6EHVNZ6FDQXFUBZ \
  | 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: 1a9097dca994f1e21eadcf8a385cb40e610c0ea026c3f7ab47244f08630bcf4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d77ad510f07c7efd72002f44b68f5b9a93bff9ddc3bd6b2eda0d4c31403d03c4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-14T09:01:12Z",
    "title_canon_sha256": "dd59f1f129f6f1ba89144a7ed0e89f5ba2f50d539ee0c14d46006b1d710151fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10020",
    "kind": "arxiv",
    "version": 5
  }
}