Pith Number

pith:AYOAVKBL

pith:2023:AYOAVKBL65QANJDGU6JR6LCYST

not attested not anchored not stored refs pending

Optimal Algorithms for Latent Bandits with Cluster Structure

Arun Sai Suggala, Karthikeyan Shanmugam, Prateek Jain, Soumyabrata Pal

arxiv:2301.07040 v3 · 2023-01-17 · 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{AYOAVKBL65QANJDGU6JR6LCYST}

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	2026-07-05T06:29:19.844729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

061c0aa82bf76006a466a7931f2c5894c005cfc19fe834c2f63c5e895c6dba28

Aliases

arxiv: 2301.07040 · arxiv_version: 2301.07040v3 · doi: 10.48550/arxiv.2301.07040 · pith_short_12: AYOAVKBL65QA · pith_short_16: AYOAVKBL65QANJDG · pith_short_8: AYOAVKBL

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/AYOAVKBL65QANJDGU6JR6LCYST \
  | 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: 061c0aa82bf76006a466a7931f2c5894c005cfc19fe834c2f63c5e895c6dba28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e33721c9017a21ea9327906f8937f32dcfde89a58a595357e81407ca53e3cccf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-17T17:49:04Z",
    "title_canon_sha256": "2d0e0861071dc7489e9657209cf598bcd1f5d26167bf417b2b14ca8df2269ea2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07040",
    "kind": "arxiv",
    "version": 3
  }
}