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Models/MemoNet

MemoNet

Reported on 6 benchmarks across 2 tasks · 2 papers · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series4 results

Trajectory PredictiononETH/UCY
ADE-8/12· 2022-03-22
0.21
best: 0.54 (Sophie)
Remember Intentions: Retrospective-Memory-based Trajectory Prediction arXiv:2203.11474
Trajectory PredictiononETH/UCY
FDE-8/12· 2022-03-22
0.35
best: 0.84 (Social BiGAT)
Remember Intentions: Retrospective-Memory-based Trajectory Prediction arXiv:2203.11474
Trajectory PredictiononStanford Drone
ADE-8/12 @K = 20· 2022-03-22
8.56
best: 27.23 (Social GAN)
Remember Intentions: Retrospective-Memory-based Trajectory Prediction arXiv:2203.11474
Trajectory PredictiononStanford Drone
FDE-8/12 @K= 20· 2022-03-22
12.66
best: 41.44 (Social GAN)
Remember Intentions: Retrospective-Memory-based Trajectory Prediction arXiv:2203.11474

Miscellaneous2 results

Click-Through Rate PredictiononCriteo
AUC· 2022-10-25
0.8152
best: 0.8163 (QNN-α)
SOTA
MemoNet: Memorizing All Cross Features' Representations Efficiently via Multi-Hash Codebook Network for CTR Prediction arXiv:2211.01334
Click-Through Rate PredictiononKDD12
AUC· 2022-10-25
0.806
best: 0.8098 (FCN)
SOTA
MemoNet: Memorizing All Cross Features' Representations Efficiently via Multi-Hash Codebook Network for CTR Prediction arXiv:2211.01334