Pith Number

pith:PG3IIQA3

pith:2023:PG3IIQA3RXOXK7VVRGUZEFL43S

not attested not anchored not stored refs pending

Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning

Hao Zhou, Majid Bavand, Md Arafat Habib, Medhat Elsayed, Melike Erol-Kantarci, Pedro Enrique Iturria-Rivera, Raimundas Gaigalas, Yigit Ozcan

arxiv:2307.02754 v1 · 2023-07-06 · 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{PG3IIQA3RXOXK7VVRGUZEFL43S}

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	2026-07-05T06:28:23.854276Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79b684401b8ddd757eb589a992157cdc8c33f61431599d5fbd7fa42d8c2b39d5

Aliases

arxiv: 2307.02754 · arxiv_version: 2307.02754v1 · doi: 10.48550/arxiv.2307.02754 · pith_short_12: PG3IIQA3RXOX · pith_short_16: PG3IIQA3RXOXK7VV · pith_short_8: PG3IIQA3

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/PG3IIQA3RXOXK7VVRGUZEFL43S \
  | 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: 79b684401b8ddd757eb589a992157cdc8c33f61431599d5fbd7fa42d8c2b39d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48dba3b08a035a4a84dc1321f438c56c537ecbb6c68900c4d1e44935f3b29858",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-07-06T03:26:11Z",
    "title_canon_sha256": "1c16ba729cef8429b5de897c06fa04727623edbd3f7f6a35a9db6a3e9756cd14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02754",
    "kind": "arxiv",
    "version": 1
  }
}