Table 2 R² deviations of various ablation configurations compared to the full Uni-Poly framework
From: Unified multimodal multidomain polymer representation for property prediction
Configuration | De | Er | Td | Tg | Tm |
---|---|---|---|---|---|
w/o pre-train | −0.015 | −0.025 | −0.011 | −0.013 | −0.016 |
w/o multi-head | −0.011 | −0.010 | −0.005 | −0.004 | −0.016 |
Mean pooling | −0.018 | −0.026 | −0.017 | −0.006 | −0.010 |
Frozen encoder | −0.019 | −0.040 | −0.018 | −0.005 | −0.044 |