Pith Number

pith:V3WSJ5E5

pith:2026:V3WSJ5E57U73W4AIJBOC6IAHOK

not attested not anchored not stored refs pending

Learning in Position-Aware Multinomial Logit Bandits: From Multiplicative to General Position Effects

Jiameng Lyu, Shibo Dai, Xi Chen, Yuan Zhou

arxiv:2605.17238 v1 · 2026-05-17 · cs.LG · 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{V3WSJ5E57U73W4AIJBOC6IAHOK}

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	2026-05-20T00:03:46.947073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeed24f49dfd3fbb7008485c2f200772a4d64d53d050e1dfc83a49bd9b22e43d

Aliases

arxiv: 2605.17238 · arxiv_version: 2605.17238v1 · doi: 10.48550/arxiv.2605.17238 · pith_short_12: V3WSJ5E57U73 · pith_short_16: V3WSJ5E57U73W4AI · pith_short_8: V3WSJ5E5

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/V3WSJ5E57U73W4AIJBOC6IAHOK \
  | 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: aeed24f49dfd3fbb7008485c2f200772a4d64d53d050e1dfc83a49bd9b22e43d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b7b314ed82e26a67b837aacbaa649785cb320d3f8379636e404c2c99879abd8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T03:28:22Z",
    "title_canon_sha256": "543bb2ebcef85c3811c236a458dfe98d6bf4220d74ce6dfdeb6221b33b9ab31c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17238",
    "kind": "arxiv",
    "version": 1
  }
}