Pith Number

pith:Z5AJBFHW

pith:2026:Z5AJBFHWA3WMOEUYE5UJ7IEYGB

not attested not anchored not stored refs pending

Bandit Simulation for Average Reward Inference

Chih-Yu Chang, Kelly W. Zhang, Koulik Khamaru, Samya Praharaj

arxiv:2606.00913 v1 · 2026-05-30 · 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{Z5AJBFHWA3WMOEUYE5UJ7IEYGB}

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	2026-06-02T01:04:09.361221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf409094f606ecc7129827689fa098307ee5c54a7f2617fa2cc0a11eefb0e159

Aliases

arxiv: 2606.00913 · arxiv_version: 2606.00913v1 · doi: 10.48550/arxiv.2606.00913 · pith_short_12: Z5AJBFHWA3WM · pith_short_16: Z5AJBFHWA3WMOEUY · pith_short_8: Z5AJBFHW

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/Z5AJBFHWA3WMOEUYE5UJ7IEYGB \
  | 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: cf409094f606ecc7129827689fa098307ee5c54a7f2617fa2cc0a11eefb0e159

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0f3c98b9b12caeecace6cd7dd4d6a890c40da23af1c44a370db532674741e6f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-05-30T22:27:31Z",
    "title_canon_sha256": "e134216b459442fbd081b6c1f0e2ea159675f44f4c2f412750a1da1acd485b72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.00913",
    "kind": "arxiv",
    "version": 1
  }
}