Pith Number

pith:LQC352SC

pith:2021:LQC352SCMORDZVXXEPNGWMRHLT

not attested not anchored not stored refs pending

Multinomial Logit Contextual Bandits: Provable Optimality and Practicality

Garud Iyengar, Min-hwan Oh

arxiv:2103.13929 v1 · 2021-03-25 · 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{LQC352SCMORDZVXXEPNGWMRHLT}

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

Experimental Assortments for Choice Estimation and Nest Identification

Receipt and verification

First computed	2026-07-05T02:26:23.880957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c05beea4263a23cd6f723da6b32275cc99792e7765c51ab80eef04fbeb2d78d

Aliases

arxiv: 2103.13929 · arxiv_version: 2103.13929v1 · doi: 10.48550/arxiv.2103.13929 · pith_short_12: LQC352SCMORD · pith_short_16: LQC352SCMORDZVXX · pith_short_8: LQC352SC

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/LQC352SCMORDZVXXEPNGWMRHLT \
  | 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: 5c05beea4263a23cd6f723da6b32275cc99792e7765c51ab80eef04fbeb2d78d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b892a41693ac63f9f0c89382ae3bd301b92a46a2d040560389ca933d1e61ccd4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-03-25T15:42:25Z",
    "title_canon_sha256": "c3d7ae426c626e1259c36dc4dd5e7b25f971a9602ec1284f9e623c0fd991833e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.13929",
    "kind": "arxiv",
    "version": 1
  }
}