Pith. sign in
Pith Number

pith:BYMX7OIR

pith:2021:BYMX7OIRL5UO7WIFFZH5OSJEHU
not attested not anchored not stored refs pending

Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication

Byungju Lim, Jihong Park, Joongheon Kim, Mehdi Bennis, Soyi Jung, Won Joon Yun, Young-Chai Ko

arxiv:2105.10716 v1 · 2021-05-22 · cs.MA · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BYMX7OIRL5UO7WIFFZH5OSJEHU}

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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 2026-07-05T02:42:17.686439Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0e197fb9115f68efd9052e4fd749243d375d023ffdb053583ba39f26d91201fd

Aliases

arxiv: 2105.10716 · arxiv_version: 2105.10716v1 · doi: 10.48550/arxiv.2105.10716 · pith_short_12: BYMX7OIRL5UO · pith_short_16: BYMX7OIRL5UO7WIF · pith_short_8: BYMX7OIR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BYMX7OIRL5UO7WIFFZH5OSJEHU \
  | 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: 0e197fb9115f68efd9052e4fd749243d375d023ffdb053583ba39f26d91201fd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d67df367a602e8fe0a2f26e64e1d0fa4b139cecc365cde9a9c53a294b8cd14f3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-05-22T12:43:25Z",
    "title_canon_sha256": "29774421c71ea10e4e81995f133fd38048696bfa73c81f2400e78f54e6b535f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.10716",
    "kind": "arxiv",
    "version": 1
  }
}