Knowledge Tracing on ASSISTments 2017
0.785AUCFlatFormer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FlatFormerCategory=Ours2025.12 | 0.785 | 75.1 | — | |
| TSKTCategory=Heavy SOTA2025.12 | 0.734 | 68.8 | — | |
| HiTSKTCategory=Heavy SOTA2025.12 | 0.733 | 68.9 | — | |
| DisKTTSDR framework=integrated2026.05 | 0.7324 | 67.84 | 0.4641 | |
| AKTCategory=Flat Baselines2025.12 | 0.73 | 68.7 | — | |
| SimpleKTCategory=Flat Baselines2025.12 | 0.728 | 68.5 | — | |
| QCKT (SAKT+)Category=Heavy SOTA2025.12 | 0.723 | 68.3 | — | |
| DisKTTSDR framework=excluded2026.05 | 0.7223 | 66.21 | 0.474 | |
| RKTCategory=Heavy SOTA2025.12 | 0.72 | 68.1 | — | |
| SLCAggregation=5 backbones × 3 seeds2026.06 | 0.7182 | — | — | |
| SAKTCategory=Flat Baselines2025.12 | 0.718 | 68 | — | |
| SLC+IsoAggregation=5 backbones × 3 seeds2026.06 | 0.7169 | — | — | |
| SLC-TAggregation=5 backbones × 3 seeds2026.06 | 0.7166 | — | — | |
| SparseKTTSDR framework=integrated2026.05 | 0.7124 | 66.93 | 0.4624 | |
| ResCalAggregation=5 backbones × 3 seeds2026.06 | 0.7065 | — | — | |
| ResCal+IsoAggregation=5 backbones × 3 seeds2026.06 | 0.7064 | — | — | |
| AKTTSDR framework=integrated2026.05 | 0.7012 | 66.17 | 0.4651 | |
| FoLiBiKTTSDR framework=integrated2026.05 | 0.6994 | 66.19 | 0.4659 | |
| NaiveAggregation=5 backbones × 3 seeds2026.06 | 0.6946 | — | — | |
| simpleKTTSDR framework=integrated2026.05 | 0.6905 | 65.9 | 0.4682 | |
| DKTCategory=Flat Baselines2025.12 | 0.69 | 66.8 | — | |
| GKTCategory=Heavy SOTA2025.12 | 0.69 | 72.7 | — | |
| AKTTSDR framework=excluded2026.05 | 0.6843 | 65.25 | 0.4762 | |
| Platt-TAggregation=5 backbones × 3 seeds2026.06 | 0.6837 | — | — | |
| FoLiBiKTTSDR framework=excluded2026.05 | 0.6826 | 65.38 | 0.475 | |
| BaseAggregation=5 backbones × 3 seeds2026.06 | 0.6814 | — | — | |
| PlattAggregation=5 backbones × 3 seeds2026.06 | 0.6814 | — | — | |
| SparseKTTSDR framework=excluded2026.05 | 0.68 | 64.42 | 0.4767 | |
| simpleKTTSDR framework=excluded2026.05 | 0.6692 | 64.3 | 0.4791 | |
| DKTTSDR framework=integrated2026.05 | 0.6472 | 62.49 | 0.4774 | |
| DKTTSDR framework=excluded2026.05 | 0.6358 | 61.72 | 0.4807 |