Pith Number

pith:QNOU5CCB

pith:2023:QNOU5CCBJB3ZAUXRCHLUW6NM6P

not attested not anchored not stored refs pending

A Multi-Agent Deep Reinforcement Learning Approach for RAN Resource Allocation in O-RAN

Engin Zeydan, Farhad Rezazadeh, Francesco Devoti, Josep Mangues-Bafalluy, Lanfranco Zanzi, Sergio Barrachina-Munoz, Xavier Costa-P\'erez

arxiv:2307.02414 v1 · 2023-07-03 · 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{QNOU5CCBJB3ZAUXRCHLUW6NM6P}

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	2026-07-05T06:28:08.880513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

835d4e884148779052f111d74b79acf3dc73987b70956fa3565367be23e07716

Aliases

arxiv: 2307.02414 · arxiv_version: 2307.02414v1 · doi: 10.48550/arxiv.2307.02414 · pith_short_12: QNOU5CCBJB3Z · pith_short_16: QNOU5CCBJB3ZAUXR · pith_short_8: QNOU5CCB

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/QNOU5CCBJB3ZAUXRCHLUW6NM6P \
  | 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: 835d4e884148779052f111d74b79acf3dc73987b70956fa3565367be23e07716

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cfa6a09c2ee518f96c885ecc1d923c1ca8521609ae6ade5caf0bf61dc464029",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-07-03T11:57:55Z",
    "title_canon_sha256": "ee7e415c2f7c78915ac7a84b8c760c6842a0e1af1b9ba77e820b970a9a1407c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02414",
    "kind": "arxiv",
    "version": 1
  }
}