Micro-video recommendation on MicroLens-100K (test)
10.007HR@10CVA (M = 8)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CVA (M = 8)User Encoder=SASREC2026.05 | 10.007 | 5.381 | 14.394 | 6.486 | 1,427 | 1.14 | |
| CVA (M = 4)User Encoder=SASREC2026.05 | 9.737 | 5.213 | 14.114 | 6.316 | 1,131 | 1.09 | |
| CVA (M = 1)User Encoder=SASREC2026.05 | 9.607 | 5.191 | 13.927 | 6.279 | 899 | 0.62 | |
| CVA (M=4)User Encoder=GRU4REC2026.05 | 9.467 | 5.078 | 13.644 | 6.131 | 1,116 | 0.78 | |
| SLOWFAST-50User Encoder=GRU4REC2026.05 | 9.294 | 5.021 | 13.576 | 6.097 | 31,044 | 127.59 | |
| SLOWFAST-50User Encoder=SASREC2026.05 | 9.179 | 4.988 | 13.072 | 5.968 | 46,513 | 127.68 | |
| PERCEIVER IOUser Encoder=SASREC2026.05 | 9.088 | 4.898 | 13.222 | 5.939 | 1,230 | 6.87 | |
| PERCEIVER IOUser Encoder=GRU4REC2026.05 | 9.052 | 4.877 | 13.144 | 5.906 | 1,113 | 6.74 | |
| CVA (M=4)User Encoder=NEXITNET2026.05 | 9.046 | 4.797 | 13.321 | 5.873 | 1,132 | 0.93 | |
| C2D50User Encoder=SASREC2026.05 | 8.889 | 4.765 | 12.924 | 5.78 | 24,074 | 108.44 | |
| SLOWFAST-50User Encoder=NEXITNET2026.05 | 8.553 | 4.56 | 12.565 | 5.569 | 30,952 | 127.7 | |
| R3D18User Encoder=SASREC2026.05 | 8.459 | 4.475 | 12.565 | 5.507 | 24,864 | 81.83 | |
| VIDEO-MAEUser Encoder=SASREC2026.05 | 8.373 | 4.456 | 12.5 | 5.495 | 31,571 | 80.75 | |
| VIDEO-MAEUser Encoder=GRU4REC2026.05 | 8.221 | 4.406 | 12.145 | 5.392 | 39,588 | 80.65 | |
| PERCEIVER IOUser Encoder=NEXITNET2026.05 | 8.108 | 4.316 | 11.867 | 5.262 | 1,244 | 6.88 | |
| MLPUser Encoder=SASREC2026.05 | 7.563 | 4.108 | 11.255 | 5.035 | 801 | 0.8 | |
| VIDEO-MAEUser Encoder=NEXITNET2026.05 | 7.215 | 3.77 | 10.649 | 4.634 | 40,682 | 80.76 | |
| MLPUser Encoder=GRU4REC2026.05 | 7.152 | 3.758 | 10.768 | 4.667 | 653 | 0.66 | |
| MLPUser Encoder=NEXITNET2026.05 | 6.408 | 3.362 | 9.662 | 4.18 | 805 | 0.74 | |
| R3D50User Encoder=SASREC2026.05 | 5.047 | 2.537 | 8.145 | 3.316 | 25,627 | 143.85 |