Pith Number

pith:TXOTGLB7

pith:2022:TXOTGLB75AZFCLTHWHN3SCSUAC

not attested not anchored not stored refs pending

Cooperate or not Cooperate: Transfer Learning with Multi-Armed Bandit for Spatial Reuse in Wi-Fi

Bernard Herscovici, Burak Kantarci, Marcel Chenier, Melike Erol-Kantarci, Pedro Enrique Iturria-Rivera

arxiv:2211.15741 v1 · 2022-11-28 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TXOTGLB75AZFCLTHWHN3SCSUAC}

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	2026-07-05T05:20:17.630693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ddd332c3fe832512e67b1dbb90a5400a17133dc03cc000beebd8b01bf7a3cd6

Aliases

arxiv: 2211.15741 · arxiv_version: 2211.15741v1 · doi: 10.48550/arxiv.2211.15741 · pith_short_12: TXOTGLB75AZF · pith_short_16: TXOTGLB75AZFCLTH · pith_short_8: TXOTGLB7

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/TXOTGLB75AZFCLTHWHN3SCSUAC \
  | 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: 9ddd332c3fe832512e67b1dbb90a5400a17133dc03cc000beebd8b01bf7a3cd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac474785bbdabee231b08f511d0b4d4de2b7c91e5bb97ed5f0f0f7f6a2a5676e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-11-28T19:47:40Z",
    "title_canon_sha256": "be8dc1bde35bdc7493c9c8c0ebd1be4e65c0bc8ceb770ae359b3f3bb1de61d2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15741",
    "kind": "arxiv",
    "version": 1
  }
}