Matrix Factorization Utility on Balls-in-Bins accountant n=2048, k=8
4.53RMSEBandMF w/ Opt.
Evaluation Results
| Method | Links | |
|---|---|---|
| BandMF w/ Opt.ε=8, amplification=Balls-in-Bins2026.05 | 4.53 | |
| BSRε=8, amplification=Balls-in-Bins2026.05 | 4.55 | |
| γ-BFRε=8, amplification=Balls-in-Bins2026.05 | 4.55 | |
| 1/j + cε=8, amplification=Balls-in-Bins2026.05 | 4.62 | |
| BISRε=8, amplification=Balls-in-Bins2026.05 | 4.74 | |
| γ-BIFRε=8, amplification=Balls-in-Bins2026.05 | 4.74 | |
| BandInvMFε=8, amplification=Balls-in-Bins2026.05 | 4.81 | |
| BandMF + Heuristicε=8, amplification=Balls-in-Bins2026.05 | 4.82 | |
| DP-νFTRLε=8, amplification=Balls-in-Bins2026.05 | 4.82 | |
| BandMFε=8, amplification=Balls-in-Bins2026.05 | 4.83 | |
| BLTε=8, amplification=Balls-in-Bins2026.05 | 4.87 | |
| BandMFε=8, amplification=Non-Amp2026.05 | 6.35 | |
| γ-BFRε=8, amplification=Non-Amp2026.05 | 6.38 | |
| 1/j + cε=8, amplification=Non-Amp2026.05 | 6.54 | |
| BandInvMFε=8, amplification=Non-Amp2026.05 | 6.55 | |
| BSRε=8, amplification=Non-Amp2026.05 | 6.57 | |
| BLTε=8, amplification=Non-Amp2026.05 | 6.65 | |
| γ-BIFRε=8, amplification=Non-Amp2026.05 | 6.69 | |
| BISRε=8, amplification=Non-Amp2026.05 | 6.75 | |
| DP-νFTRLε=8, amplification=Non-Amp2026.05 | 6.9 | |
| DP-λCGDε=8, amplification=Balls-in-Bins2026.05 | 7.24 | |
| BandMF w/ Opt.ε=4, amplification=Balls-in-Bins2026.05 | 7.44 | |
| γ-BFRε=4, amplification=Balls-in-Bins2026.05 | 7.44 | |
| 1/j + cε=4, amplification=Balls-in-Bins2026.05 | 7.5 | |
| γ-BIFRε=4, amplification=Balls-in-Bins2026.05 | 7.57 | |
| BandMF + Heuristicε=4, amplification=Balls-in-Bins2026.05 | 7.57 | |
| BISRε=4, amplification=Balls-in-Bins2026.05 | 7.6 | |
| DP-νFTRLε=4, amplification=Balls-in-Bins2026.05 | 7.61 | |
| BSRε=4, amplification=Balls-in-Bins2026.05 | 7.82 | |
| k-ary Treeε=8, amplification=Balls-in-Bins2026.05 | 8.15 | |
| BandInvMFε=4, amplification=Balls-in-Bins2026.05 | 8.42 | |
| BandMFε=4, amplification=Balls-in-Bins2026.05 | 8.42 | |
| BLTε=4, amplification=Balls-in-Bins2026.05 | 8.48 | |
| DP-λCGDε=8, amplification=Non-Amp2026.05 | 9.68 | |
| DP-λCGDε=4, amplification=Balls-in-Bins2026.05 | 10.9 | |
| k-ary Treeε=8, amplification=Non-Amp2026.05 | 12.53 | |
| BandMF w/ Opt.ε=2, amplification=Balls-in-Bins2026.05 | 12.6 | |
| γ-BFRε=2, amplification=Balls-in-Bins2026.05 | 12.62 | |
| γ-BIFRε=2, amplification=Balls-in-Bins2026.05 | 12.65 | |
| 1/j + cε=2, amplification=Balls-in-Bins2026.05 | 12.71 | |
| DP-νFTRLε=2, amplification=Balls-in-Bins2026.05 | 12.83 | |
| BSRε=2, amplification=Balls-in-Bins2026.05 | 13.16 | |
| BISRε=2, amplification=Balls-in-Bins2026.05 | 13.23 | |
| BandMF + Heuristicε=2, amplification=Balls-in-Bins2026.05 | 13.34 | |
| k-ary Treeε=4, amplification=Balls-in-Bins2026.05 | 14.16 | |
| BandMFε=2, amplification=Balls-in-Bins2026.05 | 14.59 | |
| BandInvMFε=2, amplification=Balls-in-Bins2026.05 | 15.43 | |
| BLTε=2, amplification=Balls-in-Bins2026.05 | 15.5 | |
| DP-λCGDε=2, amplification=Balls-in-Bins2026.05 | 16.35 | |
| γ-BIFRε=1, amplification=Balls-in-Bins2026.05 | 22.41 | |
| 1/j + cε=1, amplification=Balls-in-Bins2026.05 | 22.54 | |
| γ-BFRε=1, amplification=Balls-in-Bins2026.05 | 22.65 | |
| DP-νFTRLε=1, amplification=Balls-in-Bins2026.05 | 22.72 | |
| BandMF w/ Opt.ε=1, amplification=Balls-in-Bins2026.05 | 22.8 | |
| BISRε=1, amplification=Balls-in-Bins2026.05 | 22.99 | |
| BSRε=1, amplification=Balls-in-Bins2026.05 | 23.24 | |
| BandMF + Heuristicε=1, amplification=Balls-in-Bins2026.05 | 24.71 | |
| DP-λCGDε=1, amplification=Balls-in-Bins2026.05 | 25.15 | |
| BandMFε=1, amplification=Balls-in-Bins2026.05 | 25.35 | |
| k-ary Treeε=2, amplification=Balls-in-Bins2026.05 | 25.88 | |
| BandInvMFε=1, amplification=Balls-in-Bins2026.05 | 28.79 | |
| BLTε=1, amplification=Balls-in-Bins2026.05 | 29.26 | |
| k-ary Treeε=1, amplification=Balls-in-Bins2026.05 | 48.18 |