Pith Number

pith:JFYD3GIQ

pith:2024:JFYD3GIQICVDB5DZ2KWMXU5ZLI

not attested not anchored not stored refs pending

Machine Learning-enabled Traffic Steering in O-RAN: A Case Study on Hierarchical Learning Approach

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

arxiv:2409.20391 v1 · 2024-09-30 · 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{JFYD3GIQICVDB5DZ2KWMXU5ZLI}

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	2026-07-05T09:13:42.877876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49703d991040aa30f479d2accbd3b95a3065abfe36386d562273eb4d859fd40c

Aliases

arxiv: 2409.20391 · arxiv_version: 2409.20391v1 · doi: 10.48550/arxiv.2409.20391 · pith_short_12: JFYD3GIQICVD · pith_short_16: JFYD3GIQICVDB5DZ · pith_short_8: JFYD3GIQ

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/JFYD3GIQICVDB5DZ2KWMXU5ZLI \
  | 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: 49703d991040aa30f479d2accbd3b95a3065abfe36386d562273eb4d859fd40c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25cce826e48095b1c8398437066e036e986033ce67333e2792320fe8ab2baff8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-09-30T15:22:40Z",
    "title_canon_sha256": "502e5e720e17115f6cc816254cf4a4c550f4eacac6b8854ec3f98d42c17965d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20391",
    "kind": "arxiv",
    "version": 1
  }
}