Pith Number

pith:24IXGRAZ

pith:2021:24IXGRAZUTF54T2DKYTRDJ3HYN

not attested not anchored not stored refs pending

Risk and optimal policies in bandit experiments

Karun Adusumilli

arxiv:2112.06363 v16 · 2021-12-13 · econ.EM · 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{24IXGRAZUTF54T2DKYTRDJ3HYN}

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

Minimax and Bayes Optimal Best-Arm Identification

Receipt and verification

First computed	2026-07-05T10:57:51.262116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d711734419a4cbde4f43562711a767c34f225bf0ab3e14315c2d725e3f427937

Aliases

arxiv: 2112.06363 · arxiv_version: 2112.06363v16 · doi: 10.48550/arxiv.2112.06363 · pith_short_12: 24IXGRAZUTF5 · pith_short_16: 24IXGRAZUTF54T2D · pith_short_8: 24IXGRAZ

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/24IXGRAZUTF54T2DKYTRDJ3HYN \
  | 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: d711734419a4cbde4f43562711a767c34f225bf0ab3e14315c2d725e3f427937

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c04ada4c1d8a88700fa463912e0db12f78cec566dd5f3d36b20bdfa31b11d49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2021-12-13T00:41:19Z",
    "title_canon_sha256": "72a612635e7991f39f605b6b0367ab1290ee3ec34d3c2e1f7f629522b138f2ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06363",
    "kind": "arxiv",
    "version": 16
  }
}