Pith Number

pith:EBVERMCU

pith:2025:EBVERMCUYT3OUCT4OOIEH5CHXS

not attested not anchored not stored refs pending

Linear Bandits with Non-i.i.d. Noise

Baptiste Ab\'el\`es, Eugenio Clerico, Gergely Neu, Hamish Flynn

arxiv:2505.20017 v2 · 2025-05-26 · 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{EBVERMCUYT3OUCT4OOIEH5CHXS}

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	2026-07-05T11:10:10.562729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

206a48b054c4f6ea0a7c739043f447bcb8b6151fd61a0dd6420228c16069abea

Aliases

arxiv: 2505.20017 · arxiv_version: 2505.20017v2 · doi: 10.48550/arxiv.2505.20017 · pith_short_12: EBVERMCUYT3O · pith_short_16: EBVERMCUYT3OUCT4 · pith_short_8: EBVERMCU

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/EBVERMCUYT3OUCT4OOIEH5CHXS \
  | 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: 206a48b054c4f6ea0a7c739043f447bcb8b6151fd61a0dd6420228c16069abea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50219a0a7c378ef80b37f34f196c1d9127e16b3b91c957180b84def653daf41e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-26T14:06:23Z",
    "title_canon_sha256": "24f6da15cd0635b339dd32e1f1810a0735e89451216d44ec42bcc08ee5a95eb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20017",
    "kind": "arxiv",
    "version": 2
  }
}