cff-version: 1.2.0
type: dataset
title: "FLKD 3D Benchmark: Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification"
authors:
  - family-names: "Aiersilan"
    given-names: "Aizierjiang"
version: 1.0.0
date-released: 2026-06-29
description: "Pre-trained models and experimental results from the comprehensive benchmark evaluating 13 Federated Learning algorithms, 11 Knowledge Distillation objectives, and their combinations on 3D point cloud classification tasks, specifically on the Craniosynostosis medical dataset. This collection includes model checkpoints, training logs, metrics, and configurations for reproducible research in federated learning and knowledge distillation for 3D deep learning."
keywords:
  - federated-learning
  - knowledge-distillation
  - point-cloud
  - 3d-classification
  - benchmarking
  - deep-learning
  - privacy-preserving-ml
  - distributed-training
license: MIT
repository-code: "https://github.com/Ezharjan/FLKD3DBenchmark"
url: "https://ezharjan.github.io/FLKD3DBenchmark"
references:
  - type: conference-paper
    authors:
      - family-names: "Aiersilan"
        given-names: "Aizierjiang"
    title: "Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification"
    conference:
      name: "European Conference on Computer Vision"
      acronym: "ECCV"
    year: 2026
    publisher:
      name: "Springer"
    doi: "10.1007/XXX-X-XXX-XXXXX-X"
contact:
  - type: person
    name: "Aizierjiang Aiersilan"
    email: "alx.laboratory@gmail.com"

# Usage & Citation Information
# ==============================
#
# If you use this dataset or models in your research, please cite the original paper:
#
# BibTeX format:
# @inproceedings{aizierjiang26benchmark,
#   title={Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification},
#   author={Aizierjiang Aiersilan},
#   booktitle={European Conference on Computer Vision},
#   organization={Springer},
#   year={2026}
# }
#
# Chicago style:
# Aiersilan, Aizierjiang. "Benchmarking Federated Learning and Knowledge Distillation
# for Point Cloud Classification." Presented at the European Conference on Computer Vision, 2026.
#
# APA style:
# Aiersilan, A. (2026). Benchmarking federated learning and knowledge distillation for
# point cloud classification. In European Conference on Computer Vision. Springer.
#
# We appreciate your citation! It helps us track usage and improve future work.