Pith Number

pith:ZOTUQZCT

pith:2024:ZOTUQZCTYSKHIXFMI5DGL76VXA

not attested not anchored not stored refs pending

Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation

Fermin Orozco, Hongkai Wen, Johan Wahlstr\"om, Man Luo, Pedro Porto Buarque de Gusm\~ao

arxiv:2412.08460 v2 · 2024-12-11 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZOTUQZCTYSKHIXFMI5DGL76VXA}

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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

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator

Receipt and verification

First computed	2026-07-05T10:35:43.289155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cba7486453c494745cac474665ffd5b804f40277e43c96b9da0c280e8a0eed21

Aliases

arxiv: 2412.08460 · arxiv_version: 2412.08460v2 · doi: 10.48550/arxiv.2412.08460 · pith_short_12: ZOTUQZCTYSKH · pith_short_16: ZOTUQZCTYSKHIXFM · pith_short_8: ZOTUQZCT

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/ZOTUQZCTYSKHIXFMI5DGL76VXA \
  | 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: cba7486453c494745cac474665ffd5b804f40277e43c96b9da0c280e8a0eed21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a085a213f63c7c83232d6589fd5f8d19898602559240c8790a5bb5f351927f2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T15:25:38Z",
    "title_canon_sha256": "0d328d06b09a75fdc6795be307491d34e332464724b3d554a1183c323fa4f4e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08460",
    "kind": "arxiv",
    "version": 2
  }
}