Pith Number

pith:JB43TCY4

pith:2025:JB43TCY4ZG4LM5B66SMUJDJRGL

not attested not anchored not stored refs pending

Conformal bandits: bringing statistical validity and reward efficiency under weak arm separability

Nina Deliu, Simone Cuonzo

arxiv:2512.09850 v2 · 2025-12-10 · 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{JB43TCY4ZG4LM5B66SMUJDJRGL}

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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

Conformal-Style Quantile Analyses for Stochastic Bandits

Receipt and verification

First computed	2026-08-04T01:58:10.866467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4879b98b1cc9b8b6743ef499448d3132cffeda37a3da6abf77f0f1d57f81728f

Aliases

arxiv: 2512.09850 · arxiv_version: 2512.09850v2 · doi: 10.48550/arxiv.2512.09850 · pith_short_12: JB43TCY4ZG4L · pith_short_16: JB43TCY4ZG4LM5B6 · pith_short_8: JB43TCY4

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/JB43TCY4ZG4LM5B66SMUJDJRGL \
  | 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: 4879b98b1cc9b8b6743ef499448d3132cffeda37a3da6abf77f0f1d57f81728f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08ccb6dc0ba33e8a1a48f0beb8df3450cc453846246e3e55be0621cdc723c98f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-10T17:34:55Z",
    "title_canon_sha256": "bcfbd8574a0a1dc823e503038f17d651b29cb79d4e0a3af50096ec4390561e53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.09850",
    "kind": "arxiv",
    "version": 2
  }
}