Pith Number

pith:LSNW4TUJ

pith:2024:LSNW4TUJAYDU2H2WEPQWF6ZDOC

not attested not anchored not stored refs pending

Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting

Francesc Wilhelmi, Marco Miozzo, Nikolaos Pavlidis, Paolo Dini, Pavlos S. Efraimidis, Pavol Mulinka, Remous-Aris Koutsiamanis, Selim F. Yilmaz, Vasileios Perifanis

arxiv:2412.04081 v1 · 2024-12-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LSNW4TUJAYDU2H2WEPQWF6ZDOC}

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	2026-07-05T09:44:58.868910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c9b6e4e8906074d1f5623e162fb2370b38504e8c9f8098c3693b5bfd5c6c736

Aliases

arxiv: 2412.04081 · arxiv_version: 2412.04081v1 · doi: 10.48550/arxiv.2412.04081 · pith_short_12: LSNW4TUJAYDU · pith_short_16: LSNW4TUJAYDU2H2W · pith_short_8: LSNW4TUJ

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/LSNW4TUJAYDU2H2WEPQWF6ZDOC \
  | 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: 5c9b6e4e8906074d1f5623e162fb2370b38504e8c9f8098c3693b5bfd5c6c736

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4a9f53ca77ff2e2618c3d3b42ff05182324c5c90a3ad6ec4d20b2adf6d33d9a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T11:32:14Z",
    "title_canon_sha256": "6dd217c2336c0dbcb1fdc66ec9c90cc8e2d93498970902f95db49c5274ec5008"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04081",
    "kind": "arxiv",
    "version": 1
  }
}