Krum, the Library

A research framework for Byzantine-resilient distributed learning.

Krum provides a modular environment for comparing robust aggregation rules and analyzing results. It implements state-of-the-art Gradient Aggregation Rules (GARs) and Byzantine attack strategies, along with simulation frameworks that reproduce key experiments from the literature.

Quickstart

• Quickstart

Tutorials

Tutorials

• Tutorials

Reference

Reference

• Orchestration
  • Orchestrator
  • Metric
  • MetricDataFrame
• Primitives
  • Models
  • Aggregators
  • Attacks
  • Data partitioners
• Simulations
  • Centralised simulations
  • Decentralised simulations

Contributors

• Contributors

License

Krum is open-sourced under the MIT License. See the License file on GitHub for details. Source code and issue tracker live at https://github.com/calicarpa/krum.

Indices and tables

• Index

• Module Index

• Search Page