Pith Number

pith:PRNOEO4N

pith:2024:PRNOEO4NNM5YIIT3MTYE77BT5B

not attested not anchored not stored refs pending

How Does Variance Shape the Regret in Contextual Bandits?

Alexander Rakhlin, Chen-Yu Wei, Jian Qian, Zeyu Jia

arxiv:2410.12713 v2 · 2024-10-16 · 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{PRNOEO4NNM5YIIT3MTYE77BT5B}

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	2026-07-05T09:41:02.777437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c5ae23b8d6b3b84227b64f04ffc33e8672e62acfa6caa1c83c30333f7bbbefe

Aliases

arxiv: 2410.12713 · arxiv_version: 2410.12713v2 · doi: 10.48550/arxiv.2410.12713 · pith_short_12: PRNOEO4NNM5Y · pith_short_16: PRNOEO4NNM5YIIT3 · pith_short_8: PRNOEO4N

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/PRNOEO4NNM5YIIT3MTYE77BT5B \
  | 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: 7c5ae23b8d6b3b84227b64f04ffc33e8672e62acfa6caa1c83c30333f7bbbefe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07b6ae06a83e078182054525a07984e78ebf5f4ee1958e6c81bdc9fa7cc3e04d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T16:20:07Z",
    "title_canon_sha256": "56ecd1524427ec16245d8656039cb9a6189e409b060ecdfada93cd2b777c168a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12713",
    "kind": "arxiv",
    "version": 2
  }
}