Pith Number

pith:B4O6Y3WZ

pith:2026:B4O6Y3WZW6POTNIEWILMBTJV23

not attested not anchored not stored refs pending

Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach

Haonan Xu, Yingying Li

arxiv:2606.20022 v1 · 2026-06-18 · stat.ML · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B4O6Y3WZW6POTNIEWILMBTJV23}

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	2026-06-19T16:13:00.898361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f1dec6ed9b79ee9b504b216c0cd35d6e9bd43ce9976c89a53a96a0a4d002e02

Aliases

arxiv: 2606.20022 · arxiv_version: 2606.20022v1 · doi: 10.48550/arxiv.2606.20022 · pith_short_12: B4O6Y3WZW6PO · pith_short_16: B4O6Y3WZW6POTNIE · pith_short_8: B4O6Y3WZ

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/B4O6Y3WZW6POTNIEWILMBTJV23 \
  | 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: 0f1dec6ed9b79ee9b504b216c0cd35d6e9bd43ce9976c89a53a96a0a4d002e02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3da28a7f96ee2756ff3e749ebc856969a478acfd988a3461160885287fc44eb7",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-06-18T09:54:23Z",
    "title_canon_sha256": "b62a19b32f37bfc00b0d8f3771c40d8f286ced74dabd707ddedfbcf052c71979"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.20022",
    "kind": "arxiv",
    "version": 1
  }
}