Pith Number

pith:36V6TJ5V

pith:2024:36V6TJ5VMG4TSUK2UPOB3QZKRC

not attested not anchored not stored refs pending

Bandit-Feedback Online Multiclass Classification: Variants and Tradeoffs

Idan Mehalel, Shay Moran, Steve Hanneke, Yuval Filmus

arxiv:2402.07453 v1 · 2024-02-12 · 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{36V6TJ5VMG4TSUK2UPOB3QZKRC}

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	2026-07-05T07:44:06.815304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfabe9a7b561b939515aa3dc1dc32a88ae6980fce75039db2d0a076c39151be8

Aliases

arxiv: 2402.07453 · arxiv_version: 2402.07453v1 · doi: 10.48550/arxiv.2402.07453 · pith_short_12: 36V6TJ5VMG4T · pith_short_16: 36V6TJ5VMG4TSUK2 · pith_short_8: 36V6TJ5V

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/36V6TJ5VMG4TSUK2UPOB3QZKRC \
  | 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: dfabe9a7b561b939515aa3dc1dc32a88ae6980fce75039db2d0a076c39151be8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d420b34f17a50e8338f09f7a4369fea573a1c210a6c9f1b98f6437b574bb88d1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T07:20:05Z",
    "title_canon_sha256": "9805978f78b71143702c43e0ae92d1b792e0ca3362ef5929659c3de861738d53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07453",
    "kind": "arxiv",
    "version": 1
  }
}