evn - demo

conda create -n LTAP 3.8.11   
source activate LTAP 
pip install -r requirements.txt
python main.py --save_all_epoch --hesso --target_group_sparsity 0.1 --isc LT-vote --imb_ratio 100  --bs --gpu 1 > bs_1.log  2>&1 &

All the command templates have been placed in 1.sh; you can run it directly or execute individual commands from it.

Pseudocode

ir =50

Method	F	Head	Medium	Tail	All	C	C/F
ce	100.0	68.0	38.0	13.2	46.0	100.0	1.0
ce + ato	84.7	46.7	17.3	6.83	29.1	63.2	0.7
ce + regg	52.1	43.8	14.8	0.83	24.5	53.2	1.0
ce + ours w.o. $\kappa$	23.3	64.5	30.0	4.5	39.5	85.8	3.6
ce + ours	23.3	64.8	31.7	7.2	41.1	89.3	3.8
la	100.0	59.9	46.7	41.3	51.3	100.0	1.0
la + ato	84.7	34.5	33.9	29.1	34.2	66.7	0.7
la + regg	52.1	31.0	30.2	25.8	29.9	58.3	1.1
la + ours w.o. $\kappa$	22.8	53.5	42.7	30.0	44.8	87.3	3.8
la + ours	22.8	54.0	43.4	38.4	47.1	91.8	4.0

ir = 100

Method	F	Head	Medium	Tail	All	C	C/F
ce	100.0	70.7	40.0	7.2	41.0	100.0	1.0
ce + ato	84.7	50.4	16.5	6.6	25.2	61.5	0.7
ce + regg	52.1	47.7	13.6	0.6	21.9	53.4	1.0
ce + ours w.o. $\kappa$	23.3	67.1	30.8	0.5	34.4	83.9	3.6
ce + ours	23.3	66.1	31.7	2.5	35.1	85.6	3.6
la	100.0	62.9	47.7	29.6	47.9	100.0	1.0
la + ato	84.7	42.1	30.6	18.4	31.4	65.6	0.7
la + regg	52.1	38.5	27.0	14.6	27.6	57.6	1.1
la + ours w.o. $\kappa$	22.8	55.1	42.0	18.6	39.5	82.4	3.6
la + ours	22.8	56.1	45.3	22.6	42.6	88.9	3.9