Table B.1

Shear and mass parameter values from our ResNet and GLEE & GLAD for the 31 HSC SuGOHI lenses. Columns 3 and 4 report, respectively, the χ² and for the GLEE & GLAD-based model. This is followed by the lens (light and mass) center x₁ and y₁ (with respect to the image cutout center), the lens mass axis ratio q_1m, its orientation ϕ_1m, the Einstein radius θ_E, the external shear strength γ_ext, and its orientation φ_ext. The angles φ_1m and φ_ext are measured counterclockwise from the positive x-axis. This means φ_1m = 0 corresponds to a lens mass distribution with major-axis along x and φ_ext = 0 corresponds to a shear of the lensed images along the x-axis.

Name	method	χ2		SIE lens mass distribution					external shear
				x1[″]	y1[″]	q1m	ϕ1m [rad]	θE[″]	γext	ϕext [rad]
HSCJ015618−010747	ResNet			0.201 ± 0.073	0.38 ±0.11			0.95 ±0.14
	GLEE & GLAD	1.68 × 104	1.19	−0.076 ± 0.002	0.070 ± 0.002				0.084 ± 0.005
HSCJ020141−030946	ResNet			0.02 ± 0.05	0.02 ± 0.06			1.72 ±0.13
	GLEE & GLAD	1.97 × 104	1.55	−0.005 ± 0.001	−0.052 ± 0.001	0.792 ±0.014		1.406 ±0.007	0.073 ± 0.003
HSCJ020241−064611	ResNet			0.052 ± 0.071	0.16 ± 0.11			1.01 ±0.11
	GLEE & GLAD	2.08 × 104	1.35	−0.007 ± 0.001	0.061 ±0.001
HSCJ020955−024442	ResNet			−0.02 ± 0.07	−0.107 ± 0.064			1.018 ±0.041
	GLEE & GLAD	1.70 × 104	1.14	−0.071 ± 0.002	0.021 ± 0.002	0.78 ± 0.02		1.043 ±0.003
HSCJ021737−051329	ResNet			0.43 ± 0.08	0.1 ±0.1			1.19 ±0.13		2.1 ±0.9
	GLEE & GLAD	1.55 × 104	1.18	−0.053 ± 0.001	0.072 ± 0.001
HSCJ022346−053418	ResNet			0.24 ±0.11	0.04 ± 0.06			1.03 ±0.25
	GLEE & GLAD	1.66 × 104	1.22	−0.089 ± 0.001	−0.02 ± 0.001			1.397 ±0.004	0.010 ±0.003	2.62 ±0.11
HSCJ022610−042011	ResNet			−0.11 ±0.09	−0.01 ± 0.06		2.6 ±0.6	1.14 ±0.13
	GLEE & GLAD	1.90 × 104	1.46	0.059 ± 0.001	−0.023 ± 0.001			1.161 ±0.022
HSCJ023217−021703	ResNet			0.25 ±0.11	0.046 ± 0.073			1.40 ±0.08
	GLEE & GLAD	1.72 × 104	1.15	−0.058 ± 0.002	−0.045 ± 0.001	0.65 ± 0.02		1.345 ±0.009	0.040 ± 0.006
HSCJ023322−020530	ResNet			−0.1 ±0.2	0.10 ±0.12			1.38 ±0.24
	GLEE & GLAD	2.52 × 104	1.87	−0.033 ± 0.003	0.057 ± 0.002			1.669 ±0.001	0.108 ± 0.001	0.821 ± 0.005
HSCJ085046+003905	ResNet			0.29 ±0.11	0.199 ±0.095		1.6 ±0.3	1.7 ±0.2
	GLEE & GLAD	1.97 × 104	1.36	−0.092 ± 0.001	0.007 ± 0.001		1.444 ±0.021
HSCJ085855−010208	ResNet			0.27 ± 0.09	0.06 ± 0.07	0.84 ± 0.06	0.6 ±0.3	0.938 ± 0.092
	GLEE & GLAD	1.84 × 104	1.30	−0.007 ± 0.001	0.015 ±0.001	0.769 ± 0.007	1.039 ±0.013	1.065 ±0.002	0.074 ± 0.003	1.12 ±0.02
HSCJ090429−010228	ResNet			0.17 ±0.13	0.08 ±0.15			1.44 ±0.54
	GLEE & GLAD	1.71 × 104	1.22	−0.041 ± 0.001	−0.107 ± 0.001	0.810 ±0.005		1.232 ±0.002	0.053 ± 0.002
HSCJ094427−014742	ResNet			0.006 ± 0.063	0.02 ±0.12			0.9 ± 0.3
	GLEE & GLAD	1.58 × 104	1.12	−0.005 ± 0.001	0.082 ± 0.001
HSCJ120623+001507	ResNet			0.19 ±0.07	0.17 ±0.06			1.2 ±0.2
	GLEE & GLAD	1.61 × 104	1.14	−0.061 ±0.001	−0.016 ± 0.001
HSCJ121052−011905	ResNet			0.240 ± 0.073	0.20 ±0.12		1.43 ±0.24	1.307 ±0.093
	GLEE & GLAD	1.92 × 104	1.29	0.029 ± 0.001	−0.095 ± 0.001	0.733 ± 0.001		1.529 ±0.009	0.041 ± 0.006
HSCJ121504+004726	ResNet			0.2 ±0.1	0.28 ± 0.08	0.7 ±0.1		1.52 ±0.23
	GLEE & GLAD	1.91 × 104	1.38	−0.052 ± 0.001	0.023 ± 0.001			1.398 ±0.008
HSCJ124320−004517	ResNet			0.087 ± 0.072	0.236 ±0.061	0.82 ± 0.07	3.08 ± 0.23	1.57 ±0.08
	GLEE & GLAD	1.58 × 104	1.17	0.034 ± 0.001	0.030 ± 0.001
HSCJ125254+004356	ResNet			−0.30 ± 0.07	0.25 ±0.12			1.66 ±0.11
	GLEE & GLAD	1.70 × 104	1.24	−0.040 ± 0.001	0.066 ± 0.001
HSCJ135138+002839	ResNet			0.39 ±0.13	0.06 ± 0.06			2.0 ± 0.4
	GLEE & GLAD	1.82 × 104	1.65	0.068 ± 0.001	−0.017 ±0.001	0.777 ± 0.003	0.706 ± 0.009	2.216 ±0.002	0.048 ± 0.002	0.871 ±0.012
HSCJ141136−010215	ResNet			0.172 ±0.095	0.06 ±0.15			1.3 ±0.3
	GLEE & GLAD	1.82 × 104	1.27	−0.060 ± 0.001	0.066 ± 0.001				0.032 ± 0.007
HSCJ141815+015832	ResNet			0.38 ±0.11	0.23 ± 0.09			1.41 ±0.07
	GLEE & GLAD	1.62 × 104	1.17	−0.093 ± 0.001	0.062 ± 0.002				0.091 ±0.012
HSCJ142720+001916	ResNet			0.23 ± 0.07	0.20 ±0.11	0.80 ± 0.05	3.1 ±0.2	1.47 ±0.15
	GLEE & GLAD	1.60 × 104	1.14	−0.123 ±0.001	−0.091 ±0.001	0.73 ± 0.03
HSCJ144320−012537	ResNet			−0.1 ±0.1	0.13 ±0.12			1.30 ±0.24
	GLEE & GLAD	1.86 × 104	1.30	0.034 ± 0.001	−0.027 ± 0.001		0.580 ± 0.008	1.206 ±0.002	0.057 ± 0.001	2.27 ± 0.02
HSCJ145242+425731	ResNet			0.090 ± 0.085	0.23 ±0.12			1.98 ±0.24
	GLEE & GLAD	1.56 × 104	1.24	0.060 ± 0.002	0.08 ± 0.001				0.060 ± 0.006	0.60 ± 0.03
HSCJ150021−004936	ResNet			0.466 ± 0.063	0.223 ± 0.084			1.78 ±0.25
	GLEE & GLAD	1.78 × 104	1.30	0.089 ± 0.001	0.094 ± 0.001
HSCJ150112+422113	ResNet			−0.145 ±0.092	0.228 ± 0.084		3.0 ±0.3	1.1 ±0.2
	GLEE & GLAD	2.03 × 104	1.63	−0.066 ± 0.001	0.008 ± 0.001		0.255 ± 0.005	1.117 ±0.003	0.134 ±0.001	1.557 ±0.009
HSCJ223733+005015	ResNet			0.107 ±0.085	0.05 ± 0.09		2.3 ± 0.5	1.33 ±0.11
	GLEE & GLAD	2.01 × 104	1.36	0.015 ±0.001	0.085 ± 0.001	0.622 ± 0.003	0.565 ± 0.002
HSCJ230335+003703	ResNet			0.232 ±0.061	0.2 ±0.1		3.0 ±0.2	0.89 ±0.13
	GLEE & GLAD	1.91 × 104	1.26	−0.017 ±0.001	0.065 ± 0.001	0.992 ± 0.002				2.55 ± 0.03
HSCJ230521−000211	ResNet			0.22 ±0.12	0.23 ±0.14	0.768 ± 0.094		1.72 ±0.12
	GLEE & GLAD	2.08 × 104	1.53	0.076 ± 0.001	0.080 ± 0.001	0.618 ±0.006	3.056 ± 0.006	1.777 ±0.004	0.049 ± 0.001	2.547 ± 0.022
HSCJ233130+003733	ResNet			0.159 ±0.095	0.4 ±0.1		0.8 ±0.2	1.4 ±0.2
	GLEE & GLAD	2.10 × 104	1.45	−0.052 ± 0.001	−0.027 ± 0.001	0.688 ± 0.004	0.961 ± 0.005		0.075 ± 0.001
HSCJ233146+013845	ResNet			0.087 ± 0.064	0.20 ± 0.07	0.83 ± 0.07	2.9 ± 0.3	1.53 ±0.07
	GLEE & GLAD	1.76 × 104	1.21	0.004 ± 0.001	−0.030 ± 0.001	0.882 ± 0.006	2.64 ± 0.03	1.481 ±0.002	0.083 ± 0.003