MD-Contract

Raw data used for researching Dynamic Multi-Dimensional Contract Design for Incentivized Edge Federated Learning. The dataset is 86.2 MB in size, stored in CSV format, and was last updated on May 22, 2026. It was authored by Qian and is shared under a CC-BY-4.0 license.

Use Cases

• Simulating incentive mechanisms based on the described multi-dimensional contract framework.
• Benchmarking federated learning performance under different contractual reward structures.
• Analyzing the dynamics of resource allocation and participant behavior in edge federated learning systems.

Strengths

• Data is openly shared under a permissive CC-BY-4.0 license.
• File size of 86.2 MB suggests a non-trivial volume of raw data for analysis.

Limitations

• Description metadata is limited; actual data quality requires manual inspection after download.
• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.

Provenance

Source

figshare

Collection Method

Raw data used for academic research, likely generated via simulation or experiment.

Freshness

Last updated 2026-05-22 08:41:20; freshness should be verified.