Pith Number

pith:UTSVXWUL

pith:2023:UTSVXWULL3SWLXPJWIXV7XSCKV

not attested not anchored not stored refs pending

Multiclass Online Learnability under Bandit Feedback

Ambuj Tewari, Ananth Raman, Idan Mehalel, Unique Subedi, Vinod Raman

arxiv:2308.04620 v3 · 2023-08-08 · 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{UTSVXWULL3SWLXPJWIXV7XSCKV}

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

The Sample Complexity of Multiclass and Sparse Contextual Bandits

Receipt and verification

First computed	2026-07-05T07:35:39.061872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4e55bda8b5ee565dde9b22f5fde4255491f58d46c42ecfca746942aa30f4997

Aliases

arxiv: 2308.04620 · arxiv_version: 2308.04620v3 · doi: 10.48550/arxiv.2308.04620 · pith_short_12: UTSVXWULL3SW · pith_short_16: UTSVXWULL3SWLXPJ · pith_short_8: UTSVXWUL

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/UTSVXWULL3SWLXPJWIXV7XSCKV \
  | 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: a4e55bda8b5ee565dde9b22f5fde4255491f58d46c42ecfca746942aa30f4997

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48fbd5a0dc72ca7b192b5c049d77820030d7906e5556b9a5db88f15cd000afe8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-08T22:54:47Z",
    "title_canon_sha256": "047f085dad34dd7b1ef06ac6695d5e6cd842ced36db75a36ef1c1bfb86ed6d4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.04620",
    "kind": "arxiv",
    "version": 3
  }
}