Synthetic Datasets
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic Datasets Setting B (in-sample)
1.11Empirical W1 Distance
4
Synthetic Datasets Setting A out-of-sample
1.03Empirical Wasserstein Distance (W1)
4
Synthetic Datasets Setting A in-sample
1Empirical Wasserstein Distance (W1)
4
Synthetic Datasets Average (test)
1.65Chamfer Distance
4
Synthetic Datasets
-26Delta r (Δr)
4
Synthetic Datasets 23-frame clips
7.84Time (s)
3
Synthetic Datasets 12-frame clips
3.91Runtime (s)
3
30,000 Synthetic Datasets 5D Hard (test)
1.56Mean AMI Rank
3
30,000 Synthetic Datasets 2D Hard (test)
1.6Mean AMI Rank
3
30,000 Synthetic Datasets 5D Easy (test)
1.57Mean AMI Rank
3
30,000 Synthetic Datasets 2D Easy (test)
1.57Mean AMI Rank
3
Synthetic datasets 5D Hard 30,000 sampled datasets (test)
2.64Mean Purity Rank
3
Synthetic datasets 2D Hard 30,000 sampled datasets (test)
2.58Mean Purity Rank
3
Synthetic datasets 5D Easy 30,000 sampled datasets (test)
2.31Mean Purity Rank
3
Synthetic datasets 2D Easy 30,000 sampled (test)
2.36Mean Purity Rank
3
Synthetic datasets aggregated over d ∈ {100, 200, 500} 3 seeds each
285.4SHD
2
Synthetic Datasets 40 (test)
0.51ARI
2
Synthetic Datasets 10 (val)
0.6ARI
2
5 Synthetic Datasets (unseen)
0.999Performance
1