Sequential Recommendation on Gowalla
0.0485NDCG@10Position-Aware Kernel Attention
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Position-Aware Kernel AttentionPositional Encoding Scheme=Proposed Kernel Attention2026.02 | 0.0485 | 0.0803 | 0.3708 | — | |
| NoPEPositional Encoding Scheme=No Positional Encoding2026.02 | 0.0477 | 0.0795 | 0.3679 | — | |
| RoPEPositional Encoding Scheme=Rotary Positional Embeddings2026.02 | 0.0454 | 0.0764 | 0.3809 | — | |
| ClassicPositional Encoding Scheme=Additive Positional Embeddings2026.02 | 0.0434 | 0.0726 | 0.3319 | — | |
| CAPEPositional Encoding Scheme=Contextual Positional Encoding2026.02 | 0.0433 | 0.0737 | 0.4137 | — | |
| TeacherT→S=LGCN→LGCN2025.09 | 0.0279 | — | — | 0.0401 | |
| CCE-Model=SASRec, Loss Function=CCE-2025.08 | 0.0279 | — | — | — | |
| CE-Model=SASRec, Loss Function=CE-2025.08 | 0.0278 | — | — | — | |
| RCE-KDT→S=LGCN→LGCN2025.09 | 0.0269 | — | — | 0.0383 | |
| DCDT→S=LGCN→LGCN2025.09 | 0.0261 | — | — | 0.0368 | |
| TARecT→S=LGCN→LGCN2025.09 | 0.0261 | — | — | 0.0366 | |
| HetCompT→S=LGCN→LGCN2025.09 | 0.0259 | — | — | 0.0363 | |
| RRDT→S=LGCN→LGCN2025.09 | 0.0251 | — | — | 0.0354 | |
| CDT→S=LGCN→LGCN2025.09 | 0.025 | — | — | 0.0349 | |
| CCEModel=SASRec, Loss Function=CCE2025.08 | 0.0241 | — | — | — | |
| CEModel=SASRec, Loss Function=CE2025.08 | 0.0225 | — | — | — | |
| TeacherT→S=HSTU→HSTU2025.09 | 0.0217 | — | — | 0.0331 | |
| TeacherT→S=HSTU→MF2025.09 | 0.0217 | — | — | 0.0331 | |
| TeacherT→S=SASRec→SASRec2025.09 | 0.0214 | — | — | 0.0325 | |
| RCE-KDT→S=HSTU→MF2025.09 | 0.0214 | — | — | 0.0329 | |
| TeacherT→S=MF→MF2025.09 | 0.0208 | — | — | 0.031 | |
| HetCompT→S=HSTU→MF2025.09 | 0.0207 | — | — | 0.031 | |
| RCE-KDT→S=MF→MF2025.09 | 0.0201 | — | — | 0.0305 | |
| RRDT→S=HSTU→MF2025.09 | 0.02 | — | — | 0.0301 | |
| DCDT→S=HSTU→MF2025.09 | 0.02 | — | — | 0.0303 | |
| TARecT→S=HSTU→MF2025.09 | 0.0197 | — | — | 0.0298 | |
| BCEModel=SASRec, Loss Function=BCE2025.08 | 0.0197 | — | — | — | |
| DCDT→S=MF→MF2025.09 | 0.0189 | — | — | 0.0292 | |
| CDT→S=HSTU→MF2025.09 | 0.0188 | — | — | 0.0287 | |
| HetCompT→S=MF→MF2025.09 | 0.0187 | — | — | 0.0289 | |
| TARecT→S=MF→MF2025.09 | 0.0184 | — | — | 0.0285 | |
| RCE-KDT→S=HSTU→HSTU2025.09 | 0.0184 | — | — | 0.0309 | |
| RRDT→S=MF→MF2025.09 | 0.0182 | — | — | 0.0281 | |
| RCE-KDT→S=SASRec→SASRec2025.09 | 0.0181 | — | — | 0.0303 | |
| CDT→S=MF→MF2025.09 | 0.0175 | — | — | 0.0274 | |
| HetCompT→S=SASRec→SASRec2025.09 | 0.0174 | — | — | 0.0281 | |
| TARecT→S=SASRec→SASRec2025.09 | 0.0171 | — | — | 0.0271 | |
| DCDT→S=SASRec→SASRec2025.09 | 0.017 | — | — | 0.0269 | |
| HetCompT→S=HSTU→HSTU2025.09 | 0.017 | — | — | 0.0282 | |
| CDT→S=SASRec→SASRec2025.09 | 0.0169 | — | — | 0.025 | |
| RRDT→S=SASRec→SASRec2025.09 | 0.0165 | — | — | 0.0241 | |
| DCDT→S=HSTU→HSTU2025.09 | 0.0162 | — | — | 0.0277 | |
| RRDT→S=HSTU→HSTU2025.09 | 0.0157 | — | — | 0.027 | |
| TARecT→S=HSTU→HSTU2025.09 | 0.0157 | — | — | 0.0271 | |
| StudentT→S=LGCN→LGCN2025.09 | 0.0154 | — | — | 0.0217 | |
| CDT→S=HSTU→HSTU2025.09 | 0.0151 | — | — | 0.0285 | |
| StudentT→S=HSTU→HSTU2025.09 | 0.0087 | — | — | 0.0164 | |
| StudentT→S=SASRec→SASRec2025.09 | 0.0086 | — | — | 0.016 | |
| StudentT→S=MF→MF2025.09 | 0.0081 | — | — | 0.0161 | |
| StudentT→S=HSTU→MF2025.09 | 0.0081 | — | — | 0.0161 |