Pith Number

pith:CF3IBL5D

pith:2024:CF3IBL5DZOQLPA6CGB4VYRBV23

not attested not anchored not stored refs pending

Replicability is Asymptotically Free in Multi-armed Bandits

Junpei Komiyama, Shinji Ito, Souta Koshino, Yuichi Yoshida

arxiv:2402.07391 v2 · 2024-02-12 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CF3IBL5DZOQLPA6CGB4VYRBV23}

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

2 papers in Pith

Replicable Reinforcement Learning with Linear Function Approximation

Replicable Bandits with UCB based Exploration

Receipt and verification

First computed	2026-07-05T09:59:43.998247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

117680afa3cba0b783c230795c4435d6d63baaa2a753fa2ff2909e11ad33eff4

Aliases

arxiv: 2402.07391 · arxiv_version: 2402.07391v2 · doi: 10.48550/arxiv.2402.07391 · pith_short_12: CF3IBL5DZOQL · pith_short_16: CF3IBL5DZOQLPA6C · pith_short_8: CF3IBL5D

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/CF3IBL5DZOQLPA6CGB4VYRBV23 \
  | 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: 117680afa3cba0b783c230795c4435d6d63baaa2a753fa2ff2909e11ad33eff4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e894c0125b2ffc948ac452e4cf573104353fc4f96b7521fdb000b2a18ca3cce",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-12T03:31:34Z",
    "title_canon_sha256": "362c4ca68ba83c99ab02adfc43970094b1ea1299d24520fd99839138c733b57c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07391",
    "kind": "arxiv",
    "version": 2
  }
}