Pith. sign in
Pith Number

pith:CNW5IUMB

pith:2025:CNW5IUMBM6FVQJNQ7ALBU6NK46
not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning for Optimized Multi-UAV Coverage and Power-Efficient UE Connectivity

Burak Kantarci, Poonam Lohan, Xuli Cai

arxiv:2503.23669 v2 · 2025-03-31 · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CNW5IUMBM6FVQJNQ7ALBU6NK46}

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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 2026-07-05T11:33:22.400409Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

136dd45181678b5825b0f8161a79aae7a7cf712fd43dc346dacce124508c25b1

Aliases

arxiv: 2503.23669 · arxiv_version: 2503.23669v2 · doi: 10.48550/arxiv.2503.23669 · pith_short_12: CNW5IUMBM6FV · pith_short_16: CNW5IUMBM6FVQJNQ · pith_short_8: CNW5IUMB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CNW5IUMBM6FVQJNQ7ALBU6NK46 \
  | 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: 136dd45181678b5825b0f8161a79aae7a7cf712fd43dc346dacce124508c25b1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "52e8b06c677b086d14af412de1a81c568b8b8cde299b9b21c8940b34151e6ef5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-03-31T02:26:23Z",
    "title_canon_sha256": "2598d9c01aa53fc57e5efd80dbfdae38d52707cffab42d023e0655a5acb26fa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23669",
    "kind": "arxiv",
    "version": 2
  }
}