Multimodal Sentiment Analysis on MOSI (F1, MAE, PCC)
0.695MAEALMT+L̃PCC + ECA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ALMT+L̃PCC + ECAloss=L̃PCC, module=ECA2026.02 | 0.695 | 85.9 | 0.806 | |
| ALMT2026.02 | 0.721 | 85.1 | 0.783 | |
| DLF2026.02 | 0.731 | 85 | 0.781 | |
| ALMT+LPCCloss=LPCC2026.02 | 0.731 | 83.4 | 0.791 | |
| MISA2026.02 | 0.777 | 83.6 | 0.778 | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.79 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.8 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.82 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.82 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.83 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.84 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.84 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.84 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.85 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.85 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.85 | — | — | |
| ICCN2026.02 | 0.86 | 83 | 0.71 | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.86 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.87 | — | — | |
| MulT2026.02 | 0.871 | 82.8 | 0.698 | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.88 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.88 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.88 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.88 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 0.88 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.89 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.89 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.89 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.89 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.9 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.9 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.9 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.9 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.9 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.9 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.9 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.91 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.91 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.91 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.91 | — | — | |
| LMF2026.02 | 0.917 | 82.4 | 0.695 | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.92 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 0.92 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.93 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.93 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 0.93 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.93 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.93 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.94 | — | — | |
| TFN2026.02 | 0.947 | 79.1 | 0.673 | |
| EF-LSTM2026.02 | 0.949 | 78.5 | 0.669 | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.95 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.95 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.95 | — | — | |
| MIFLtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.95 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.95 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 0.95 | — | — | |
| LF-DNN2026.02 | 0.955 | 78.6 | 0.658 | |
| Graph-MFN2026.02 | 0.956 | 78.4 | 0.649 | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 0.96 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.96 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 0.96 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.96 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=1.02026.02 | 0.96 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.96 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.96 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 0.96 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.97 | — | — | |
| FedProxtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.22026.02 | 0.97 | — | — | |
| FedProxtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.97 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.97 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 0.98 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 0.98 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 0.98 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 0.99 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 0.99 | — | — | |
| MIFLtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 0.99 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 1 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 1 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 1 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.62026.02 | 1.01 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 1.01 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 1.02 | — | — | |
| FedMACtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=1.02026.02 | 1.02 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 1.02 | — | — | |
| FedAvgtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 1.02 | — | — | |
| FedProxtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 1.02 | — | — | |
| FedProxtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.22026.02 | 1.03 | — | — | |
| MIFLtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.42026.02 | 1.03 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 1.03 | — | — | |
| FedMACtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 1.03 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=1.02026.02 | 1.03 | — | — | |
| FedProxtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 1.04 | — | — | |
| FedProxtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 1.04 | — | — | |
| FedMSplittraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.82026.02 | 1.04 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=1.02026.02 | 1.05 | — | — | |
| MIFLtraining_missing_modality_ratio=0.8, data_distribution=IID, test_missing_modality_ratio=0.62026.02 | 1.05 | — | — | |
| MIFLtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.42026.02 | 1.05 | — | — | |
| FedUAFtraining_missing_modality_ratio=0.8, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 1.05 | — | — | |
| MIFLtraining_missing_modality_ratio=0.2, data_distribution=Non-IID, test_missing_modality_ratio=0.82026.02 | 1.06 | — | — |