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Inverse design on Bennett 4R (val)

0.26Parameter MAE

MaxPool+AttnPool

Updated 2mo ago

Evaluation Results

Method	Links
MaxPool+AttnPool 2026.04		0.26	0.0065	0.337	0.149	0.017
O-ConNet (Full) 2026.04		0.276	0.0063	0.316	0.145	0.017
MaxPool only 2026.04		0.283	0.0067	0.339	0.175	0.018
MaxPool+AvgPool 2026.04		0.286	0.0065	0.336	0.154	0.018
w/o Aux. Branch Loss 2026.04		0.301	0.0056	0.345	0.16	0.018
MLP-Direct 2026.04		0.331	0.0141	0.55	-	-
w/o Velocity Loss 2026.04		0.342	0.0165	0.399	0.185	1.859
w/o ResNet Residual 2026.04		0.391	0.0088	0.502	0.199	0.021
w/o sin/cos Supervision 2026.04		0.422	0.015	0.539	0.199	0.023
w/o Periodic Angle Loss 2026.04		0.425	0.034	0.781	0.287	0.031
w/ Local Attn. Bias 2026.04		0.52	0.0139	0.65	1.705	0.183
PointNet-Only 2026.04		0.554	0.0161	0.719	-	-
LSTM-Seq2Seq 2026.04		0.79	0.0234	0.875	1.23	0.181