Time series forecasting on 3 datasets averaged (test)
0.08MAEiTransformer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| iTransformerModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=222026.02 | 0.08 | 0.13 | 0.15 | 0.11 | |
| iTransformerModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=222026.02 | 0.08 | 0.14 | 0.09 | 0.08 | |
| TimeMixerModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=262026.02 | 0.08 | 0.13 | 0.14 | 0.13 | |
| TimeMixerModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=262026.02 | 0.08 | 0.14 | 0.08 | 0.08 | |
| TimesNetModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=482026.02 | 0.08 | 0.14 | 0.15 | 0.13 | |
| PatchTSTModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=242026.02 | 0.08 | 0.14 | 0.09 | 0.09 | |
| HiVid-UModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=32026.02 | 0.08 | 0.12 | 0.24 | 0.22 | |
| HiVid-UModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=32026.02 | 0.08 | 0.14 | 0.16 | 0.16 | |
| HiVid-MModal type=Multi-Modal, Loss type=w/ PLCC loss, Latency (ms)=13502026.02 | 0.08 | 0.12 | 0.29 | 0.27 | |
| HiVid-MModal type=Multi-Modal, Loss type=w/o PLCC loss, Latency (ms)=13502026.02 | 0.08 | 0.13 | 0.21 | 0.2 | |
| TimesNetModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=482026.02 | 0.09 | 0.14 | 0.09 | 0.08 | |
| CrossformerModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=162026.02 | 0.09 | 0.12 | 0.23 | 0.22 | |
| CrossformerModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=162026.02 | 0.09 | 0.12 | 0.14 | 0.13 | |
| PatchTSTModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=242026.02 | 0.09 | 0.14 | 0.15 | 0.12 | |
| FiLMModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=222026.02 | 0.09 | 0.14 | 0.15 | 0.11 | |
| FiLMModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=222026.02 | 0.09 | 0.14 | 0.09 | 0.08 | |
| LLMModal type=Multi-Modal, Loss type=w/ PLCC loss, Latency (ms)=81342026.02 | 0.13 | 0.27 | 0.17 | 0.18 | |
| LLMModal type=Multi-Modal, Loss type=w/o PLCC loss, Latency (ms)=81342026.02 | 0.13 | 0.27 | 0.17 | 0.18 | |
| RNNModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=42026.02 | 0.18 | 0.22 | 0.09 | 0.08 | |
| LSTMModal type=Uni-Modal, Loss type=w/ PLCC loss, Latency (ms)=52026.02 | 0.18 | 0.22 | 0.09 | 0.1 | |
| LSTMModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=52026.02 | 0.18 | 0.22 | 0.06 | 0.06 | |
| RNNModal type=Uni-Modal, Loss type=w/o PLCC loss, Latency (ms)=42026.02 | 0.19 | 0.22 | 0.05 | 0.04 |