Pith Number

pith:6X73KQJK

pith:2024:6X73KQJKNKLUJTMWFHQS4DC6UJ

not attested not anchored not stored refs pending

Federated Learning with Heterogeneous Data Handling for Robust Vehicular Object Detection

Ahmad Khalil, Antonio Fernandez Anta, Pegah Golchin, Rostyslav Olshevskyi, Tizian Dege, Tobias Meuser

arxiv:2405.01108 v1 · 2024-05-02 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6X73KQJKNKLUJTMWFHQS4DC6UJ}

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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

Enabling Federated Object Detection for Connected Autonomous Vehicles: A Deployment-Oriented Evaluation

Receipt and verification

First computed	2026-07-05T08:14:30.677061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5ffb5412a6a9744cd9629e12e0c5ea279220f1222429a9b9e30a1d0d10b8fdc

Aliases

arxiv: 2405.01108 · arxiv_version: 2405.01108v1 · doi: 10.48550/arxiv.2405.01108 · pith_short_12: 6X73KQJKNKLU · pith_short_16: 6X73KQJKNKLUJTMW · pith_short_8: 6X73KQJK

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/6X73KQJKNKLUJTMWFHQS4DC6UJ \
  | 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: f5ffb5412a6a9744cd9629e12e0c5ea279220f1222429a9b9e30a1d0d10b8fdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfbb2bbfb1a78d4427d70ed27126f09afdbedd2abf1889ac8e46fecffbb1f31e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-02T09:14:59Z",
    "title_canon_sha256": "02b1023b4da8ac1c9d8be3db7a7417e1a55c01812a5b260552edc9e234c0c5c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01108",
    "kind": "arxiv",
    "version": 1
  }
}