Pith Number

pith:2O3WXQKW

pith:2025:2O3WXQKWTRJ57OY6OSVSHGX3XX

not attested not anchored not stored refs pending

Federated Deep Reinforcement Learning-Driven O-RAN for Automatic Multirobot Reconfiguration

Faisal Ahmed, Hiroshi Hasegawa, Motoharu Matsuura, Myungjin Lee, Shao-Yu Lien, Shih-Chun Lin, Suresh Subramaniam

arxiv:2506.00822 v1 · 2025-06-01 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2O3WXQKWTRJ57OY6OSVSHGX3XX}

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	2026-07-05T11:13:41.063832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3b76bc1569c53dfbb1e74ab239afbbdd9d6a831db15db8d804ddb195338cd70

Aliases

arxiv: 2506.00822 · arxiv_version: 2506.00822v1 · doi: 10.48550/arxiv.2506.00822 · pith_short_12: 2O3WXQKWTRJ5 · pith_short_16: 2O3WXQKWTRJ57OY6 · pith_short_8: 2O3WXQKW

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/2O3WXQKWTRJ57OY6OSVSHGX3XX \
  | 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: d3b76bc1569c53dfbb1e74ab239afbbdd9d6a831db15db8d804ddb195338cd70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f92df31b561661d01b3e8df0ec235c2ddb8bdf9e5e9d6cc31bdc78c2f2d98fca",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-06-01T03:55:24Z",
    "title_canon_sha256": "ec6aee3f038f316cb23d8aea9b039f354b7a7eafe1df532a2c5d2a5a625d738a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00822",
    "kind": "arxiv",
    "version": 1
  }
}