The model parameters for the reported benchmark results.
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Max. epochs | 1000 | 1000 | 1000 |
| Input dropout | 0.2 | 0.2 | 0.2 |
| Hidden dropout 1 | 0.5 | 0.5 | 0.5 |
| Hidden dropout 2 | 0.5 | 0.5 | 0.5 |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | 1000 | 1000 |
| Embedding dimension | - | 300 | 300 |
| Learning rate | - | 1e-02 | 1e-02 |
| Decay rate | - | 0.99 | 0.99 |
| Factorization rank | - | 32 | 32 |
| Time granularity | - | 1.0 | 1.0 |
| Label smoothing | - | 1e-02 | 1e-02 |
| L1 regularisation | - | 0.0 | 0.0 |
| L2 regularisation | - | 0.0 | 0.0 |
| Emb. regularisation | - | 0.0 | 0.0 |
| Time regularisation | - | 0.0 | 0.0 |
| Mean time (sec/epo) | - | - | - |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | 1000 | 1000 |
| Embedding dimension | - | 300 | 300 |
| Learning rate | - | 1e-02 | 1e-02 |
| Decay rate | - | 0.99 | 0.99 |
| Factorization rank | - | 32 | 32 |
| Time granularity | - | 1.0 | 1.0 |
| Label smoothing | - | 1e-02 | 1e-02 |
| L1 regularisation | - | 0.0 | 0.0 |
| L2 regularisation | - | 0.0 | 0.0 |
| Emb. regularisation | - | 0.0 | 0.0 |
| Time regularisation | - | 0.0 | 0.0 |
| Mean time (sec/epo) | - | - | - |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | - | - |
| Embedding dimension | - | - | - |
| Learning rate | - | - | - |
| Decay rate | - | - | - |
| Factorization rank | - | - | - |
| Time granularity | - | - | - |
| Label smoothing | - | - | - |
| L1 regularisation | - | - | - |
| L2 regularisation | - | - | - |
| Emb. regularisation | - | - | - |
| Time regularisation | - | - | - |
| Mean time (sec/epo) | - | - | - |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | 1000 | 1000 |
| Embedding dimension | - | 300 | 300 |
| Learning rate | - | 1e-02 | 1e-02 |
| Decay rate | - | 0.99 | 0.99 |
| Factorization rank | - | 32 | 32 |
| Time granularity | - | 1.0 | 1.0 |
| Label smoothing | - | 1e-02 | 1e-02 |
| L1 regularisation | - | 0.0 | 0.0 |
| L2 regularisation | - | 0.0 | 0.0 |
| Emb. regularisation | - | 0.0 | 0.0 |
| Time regularisation | - | 0.0 | 0.0 |
| Mean time (sec/epo) | - | - | - |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | - | - |
| Embedding dimension | - | - | - |
| Learning rate | - | - | - |
| Decay rate | - | - | - |
| Factorization rank | - | - | - |
| Time granularity | - | - | - |
| Label smoothing | - | - | - |
| L1 regularisation | - | - | - |
| L2 regularisation | - | - | - |
| Emb. regularisation | - | - | - |
| Time regularisation | - | - | - |
| Mean time (sec/epo) | - | - | - |
| Parameter | V1 | V2 | V3 |
|---|---|---|---|
| Batch size | - | - | - |
| Embedding dimension | - | - | - |
| Learning rate | - | - | - |
| Decay rate | - | - | - |
| Factorization rank | - | - | - |
| Time granularity | - | - | - |
| Label smoothing | - | - | - |
| L1 regularisation | - | - | - |
| L2 regularisation | - | - | - |
| Emb. regularisation | - | - | - |
| Time regularisation | - | - | - |
| Mean time (sec/epo) | - | - | - |