Pith. sign in
Pith Number

pith:O7INTHFI

pith:2022:O7INTHFIQLU4FLURQNFACLZAJU
not attested not anchored not stored refs pending

Cognitive Radio Resource Scheduling using Multi agent QLearning for LTE

Manel Martinez-Ramon, Najem N Sirhan

arxiv:2205.02765 v2 · 2022-04-16 · cs.NI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O7INTHFIQLU4FLURQNFACLZAJU}

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 2026-07-05T04:22:55.472011Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

77d0d99ca882e9c2ae91834a012f204d18e10cd350ff9b3dd4d41bf12b25e5db

Aliases

arxiv: 2205.02765 · arxiv_version: 2205.02765v2 · doi: 10.48550/arxiv.2205.02765 · pith_short_12: O7INTHFIQLU4 · pith_short_16: O7INTHFIQLU4FLUR · pith_short_8: O7INTHFI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O7INTHFIQLU4FLURQNFACLZAJU \
  | 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: 77d0d99ca882e9c2ae91834a012f204d18e10cd350ff9b3dd4d41bf12b25e5db
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "52d81867f4f052be7c62caa6f5d88d148559b0152bb4236dab3e170581a26457",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-04-16T02:11:22Z",
    "title_canon_sha256": "cb44c69da743d0cd3e4d09249de413ff6ac297fc4000e2d82d85e5363d55478e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02765",
    "kind": "arxiv",
    "version": 2
  }
}