Pith Number

pith:DAZ6TTNI

pith:2026:DAZ6TTNIOINLTVPZU7SSAEYSNR

not attested not anchored not stored refs pending

Learning in Markovian bandits with non-observable states and constrained decision epochs

Ina Maria Verloop, Thomas Hira, Urtzi Ayesta, Victor Boone

arxiv:2606.27448 v1 · 2026-06-25 · 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{DAZ6TTNIOINLTVPZU7SSAEYSNR}

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	2026-06-29T00:14:06.614589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1833e9cda8721ab9d5f9a7e52013126c4f95de3238066603f7ec5199febff45f

Aliases

arxiv: 2606.27448 · arxiv_version: 2606.27448v1 · doi: 10.48550/arxiv.2606.27448 · pith_short_12: DAZ6TTNIOINL · pith_short_16: DAZ6TTNIOINLTVPZ · pith_short_8: DAZ6TTNI

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/DAZ6TTNIOINLTVPZU7SSAEYSNR \
  | 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: 1833e9cda8721ab9d5f9a7e52013126c4f95de3238066603f7ec5199febff45f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "912a2b495384a777f116f36f25d1c7b4244546733c4f884dfb903a78437607a7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-25T18:18:15Z",
    "title_canon_sha256": "4e65c9ddb410f76e5c5feeaac2b6a2148aedd1c529dd63364720cd871baa12a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.27448",
    "kind": "arxiv",
    "version": 1
  }
}