Pith Number

pith:FU3NNTPB

pith:2024:FU3NNTPBF2QUQKIMUSJYJKDWIF

not attested not anchored not stored refs pending

Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN

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

arxiv:2403.10808 v1 · 2024-03-16 · 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{FU3NNTPBF2QUQKIMUSJYJKDWIF}

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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.

Cited by

1 paper in Pith

Gradient Compression and Correlation Driven Federated Learning for Wireless Traffic Prediction

Receipt and verification

First computed	2026-07-05T07:57:07.388829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d36d6cde12ea148290ca49384a87641658cdc516e410bf8dd76a329921c5fd9

Aliases

arxiv: 2403.10808 · arxiv_version: 2403.10808v1 · doi: 10.48550/arxiv.2403.10808 · pith_short_12: FU3NNTPBF2QU · pith_short_16: FU3NNTPBF2QUQKIM · pith_short_8: FU3NNTPB

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/FU3NNTPBF2QUQKIMUSJYJKDWIF \
  | 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: 2d36d6cde12ea148290ca49384a87641658cdc516e410bf8dd76a329921c5fd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "603fdb5579f97351d4df6c72d51e613b0beb054b0af6b015560e68563fd43f4c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-03-16T04:48:23Z",
    "title_canon_sha256": "fe8e5550bffbca5cd9fc28585ed494cedb8fd42ebf9529692ea2f09a0ad90d35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10808",
    "kind": "arxiv",
    "version": 1
  }
}