Pith Number

pith:V4UUZRDB

pith:2026:V4UUZRDBCXGHEZEZMQBQWNB5KS

not attested not anchored not stored refs pending

Diversified Multinomial Logit Contextual Bandits

Heesang Ann, Min-hwan Oh, TaeHyun Hwang

arxiv:2607.11684 v1 · 2026-07-13 · 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{V4UUZRDBCXGHEZEZMQBQWNB5KS}

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	2026-07-14T02:22:18.977611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af294cc46115cc72649964030b343d54a9f9a703f734ec2f7e25026f0bbe15d3

Aliases

arxiv: 2607.11684 · arxiv_version: 2607.11684v1 · doi: 10.48550/arxiv.2607.11684 · pith_short_12: V4UUZRDBCXGH · pith_short_16: V4UUZRDBCXGHEZEZ · pith_short_8: V4UUZRDB

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/V4UUZRDBCXGHEZEZMQBQWNB5KS \
  | 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: af294cc46115cc72649964030b343d54a9f9a703f734ec2f7e25026f0bbe15d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "055226efb3a85a5d388500df100f1d2cc5c2618fa5ebbd6aebe9fd70b2ab618b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-07-13T15:21:30Z",
    "title_canon_sha256": "c063281664ae1042132e9d07c1043ca8a1a7b0354e4cbfb6bc21e9a74e5af2b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11684",
    "kind": "arxiv",
    "version": 1
  }
}