Pith Number

pith:JR5TVSRT

pith:2023:JR5TVSRTGRLWPPBWN7QFWDAOUI

not attested not anchored not stored refs pending

Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments

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

arxiv:2301.07818 v1 · 2023-01-18 · 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{JR5TVSRTGRLWPPBWN7QFWDAOUI}

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	2026-07-05T05:34:19.550965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c7b3aca33345767bc366fe05b0c0ea22df106553866a80e84c03482e84cb773

Aliases

arxiv: 2301.07818 · arxiv_version: 2301.07818v1 · doi: 10.48550/arxiv.2301.07818 · pith_short_12: JR5TVSRTGRLW · pith_short_16: JR5TVSRTGRLWPPBW · pith_short_8: JR5TVSRT

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/JR5TVSRTGRLWPPBWN7QFWDAOUI \
  | 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: 4c7b3aca33345767bc366fe05b0c0ea22df106553866a80e84c03482e84cb773

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87c6e4ac703e1af1fee16a36e979cf9feef50d5ac9df5da1bfdc44d43cfa672f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-01-18T23:05:58Z",
    "title_canon_sha256": "2d970472a6f1316476969ef07322e1f572ddb3b146141ccdf963c1e7ce40d347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07818",
    "kind": "arxiv",
    "version": 1
  }
}