Pith Number

pith:A3W6DXSA

pith:2025:A3W6DXSAIB2LKLQSPF6DMETQ2M

not attested not anchored not stored refs pending

Quick-Draw Bandits: Quickly Optimizing in Nonstationary Environments with Extremely Many Arms

Derek Everett, Edward Raff, Fernando Camacho, Fred Lu, James Holt

arxiv:2505.24692 v1 · 2025-05-30 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A3W6DXSAIB2LKLQSPF6DMETQ2M}

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	2026-07-05T11:12:54.813463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06ede1de404074b52e12797c361270d33783851e3d1207d3c78f6568908b0b0b

Aliases

arxiv: 2505.24692 · arxiv_version: 2505.24692v1 · doi: 10.48550/arxiv.2505.24692 · pith_short_12: A3W6DXSAIB2L · pith_short_16: A3W6DXSAIB2LKLQS · pith_short_8: A3W6DXSA

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/A3W6DXSAIB2LKLQSPF6DMETQ2M \
  | 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: 06ede1de404074b52e12797c361270d33783851e3d1207d3c78f6568908b0b0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c1c1de4bdc5b2ef5ada6f0ab1c7ce04c3279a8c6c7d51a64d4b674cfe926446",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T15:15:18Z",
    "title_canon_sha256": "124c3c6942cd554afaf55b5505c0d47f9077e89eb838ee14b6307cb2afd87d52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24692",
    "kind": "arxiv",
    "version": 1
  }
}