Pith. sign in
Pith Number

pith:JUQA7SR2

pith:2024:JUQA7SR2XL42KLOI4NQRG7NLU2
not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning for Energy Efficient Multi-Hop STAR-RIS-Assisted Transmissions

Kai-Ten Feng, Li-Hsiang Shen, Pei-Hsiang Liao, Po-Chen Wu

arxiv:2407.18627 v1 · 2024-07-26 · cs.LG · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JUQA7SR2XL42KLOI4NQRG7NLU2}

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 2026-07-05T08:48:52.572513Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4d200fca3abaf9a52dc8e361137daba6b444d65d0c7ad653cc2dcd08474eb37b

Aliases

arxiv: 2407.18627 · arxiv_version: 2407.18627v1 · doi: 10.48550/arxiv.2407.18627 · pith_short_12: JUQA7SR2XL42 · pith_short_16: JUQA7SR2XL42KLOI · pith_short_8: JUQA7SR2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JUQA7SR2XL42KLOI4NQRG7NLU2 \
  | 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: 4d200fca3abaf9a52dc8e361137daba6b444d65d0c7ad653cc2dcd08474eb37b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2489736f853a961618a20bda54095e9575a81486ef7fae23ad15040041691f45",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T09:35:50Z",
    "title_canon_sha256": "e7cc6c19cfe43148792acafcb2b6dfa9d03c15c4ca66ec95a7ee7c27f941e7d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18627",
    "kind": "arxiv",
    "version": 1
  }
}