TransGrid-CostOpt Ablation Study Results on Two Datasets

Wei Xiong published ablation study results for the TransGrid-CostOpt model on figshare in 2026. The 5.5 KB dataset contains results from experiments with multiple module removals. The specific datasets used for evaluation are not named.

Use Cases

• Evaluate the impact of specific modules on model performance based on ablation results.
• Compare model behavior across two different evaluation datasets.
• Inform model simplification or optimization decisions based on module importance.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and inspection.
• Results are structured in an XLS file, which is widely accessible.
• Released under a permissive CC-BY-4.0 license for reuse.

Limitations

• Row count and column definitions are unknown, requiring manual inspection after download.
• Description metadata is limited; actual data quality requires manual inspection after download.
• The two evaluation datasets referenced are not identified.

Provenance

Source

figshare

Collection Method

Likely contains results from a computational ablation study.

Freshness

Last updated 2026-05-29 17:40:51; freshness should be verified.