Pith Number

pith:4TUMM6EG

pith:2025:4TUMM6EGAHH2OTKUPHF3COZD3L

not attested not anchored not stored refs pending

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links

Dusit Niyato, Geng Sun, Jiacheng Wang, Jiahui Li, Ruichen Zhang, Shiwen Mao, Yinqiu Liu, Zemin Sun

arxiv:2505.11978 v1 · 2025-05-17 · cs.NI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4TUMM6EGAHH2OTKUPHF3COZD3L}

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.

Cited by

1 paper in Pith

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Receipt and verification

First computed	2026-07-05T11:04:55.809185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4e8c6788601cfa74d5479cbb13b23dae7499dfc428a30079241bdaee27ceb3d

Aliases

arxiv: 2505.11978 · arxiv_version: 2505.11978v1 · doi: 10.48550/arxiv.2505.11978 · pith_short_12: 4TUMM6EGAHH2 · pith_short_16: 4TUMM6EGAHH2OTKU · pith_short_8: 4TUMM6EG

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/4TUMM6EGAHH2OTKUPHF3COZD3L \
  | 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: e4e8c6788601cfa74d5479cbb13b23dae7499dfc428a30079241bdaee27ceb3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4664646a1a412aa821817c865911e592830a7c3bc6324748d18c22f3d7dce27f",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-05-17T12:21:30Z",
    "title_canon_sha256": "87a3d7325aa2c2bfc864940a8b8b97347cda903e25dee90cc8ecdf993bc297af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11978",
    "kind": "arxiv",
    "version": 1
  }
}