System-Level Profiling for CIFAR-10 and VGG11 with 10 Clients

Jie Guo published a system-level profiling dataset on figshare in May 2026. The dataset is 5.5 KB in size and is available in XLS format under a CC-BY-4.0 license. It appears to contain performance metrics for a federated learning simulation involving the CIFAR-10 dataset and VGG11 model.

Use Cases

• Benchmarking communication overhead in federated learning based on the 10 Mbps uplink parameter.
• Analyzing system performance for a 10-client federated learning setup based on the C=10 parameter.
• Profiling resource utilization for training VGG11 on CIFAR-10 in a distributed context.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and inspection.
• Has a clear, permissive license (CC-BY-4.0).
• The title provides specific technical parameters (CIFAR-10, VGG11, C=10, 10 Mbps).

Limitations

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

Provenance

Source

figshare

Collection Method

Likely generated from a simulation or experiment profiling a federated learning system.

Freshness

Last updated 2026-05-18 17:42:03; freshness should be verified.