Pith Number

pith:Q75G6X7I

pith:2026:Q75G6X7I3HC7QQQVNVRMH7HYC3

not attested not anchored not stored refs pending

A Context Augmented Multi-Play Multi-Armed Bandit Algorithm for Fast Channel Allocation in Opportunistic Spectrum Access

Guangxia Li, Jichao Liu, Ruiyu Li, Xiao Lu, Yan Jin

arxiv:2605.25391 v1 · 2026-05-25 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q75G6X7I3HC7QQQVNVRMH7HYC3}

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	2026-05-26T02:04:32.381183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87fa6f5fe8d9c5f842156d62c3fcf816ddcd87074ee96b0bdabb90ab4d8a2890

Aliases

arxiv: 2605.25391 · arxiv_version: 2605.25391v1 · doi: 10.48550/arxiv.2605.25391 · pith_short_12: Q75G6X7I3HC7 · pith_short_16: Q75G6X7I3HC7QQQV · pith_short_8: Q75G6X7I

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/Q75G6X7I3HC7QQQVNVRMH7HYC3 \
  | 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: 87fa6f5fe8d9c5f842156d62c3fcf816ddcd87074ee96b0bdabb90ab4d8a2890

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd9546d35456b81d1ae2810e3ed002cd2ab19777b281cc1282bdebe32d0f629c",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-25T03:37:02Z",
    "title_canon_sha256": "9eb17876cdb2de525fbdc33bd8fe9e1f24461d079338db76e320b3c50be7f49c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25391",
    "kind": "arxiv",
    "version": 1
  }
}