Pith Number

pith:5JAGSX6P

pith:2023:5JAGSX6PEL4MO2XMF5BJWVWFEZ

not attested not anchored not stored refs pending

Hierarchical Multi-Agent Multi-Armed Bandit for Resource Allocation in Multi-LEO Satellite Constellation Networks

Jen-Ming Wu, Kai-Ten Feng, Lie-Liang Yang, Li-Hsiang Shen, Sau-Hsuan Wu, Yun Ho

arxiv:2303.14351 v1 · 2023-03-25 · cs.LG · 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{5JAGSX6PEL4MO2XMF5BJWVWFEZ}

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	2026-07-05T05:54:40.165044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea40695fcf22f8c76aec2f429b56c526421677014be5935575aef8538203bf86

Aliases

arxiv: 2303.14351 · arxiv_version: 2303.14351v1 · doi: 10.48550/arxiv.2303.14351 · pith_short_12: 5JAGSX6PEL4M · pith_short_16: 5JAGSX6PEL4MO2XM · pith_short_8: 5JAGSX6P

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/5JAGSX6PEL4MO2XMF5BJWVWFEZ \
  | 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: ea40695fcf22f8c76aec2f429b56c526421677014be5935575aef8538203bf86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95b5b7cc277dc452efe6fa8f95f3d6e28cd9924082a5aa25c9d3e686ea889ef1",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-25T04:22:07Z",
    "title_canon_sha256": "2f5f84b8a80edfe4b0b97d1d56f37f94eab00f6c7d114bf5cb05790b82bc013f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14351",
    "kind": "arxiv",
    "version": 1
  }
}