h,fit_origin,model,seconds,n_train,n_test
1,2023-12,mlp_panel,1.0,2940,735
1,2023-12,lstm,5.4,2940,735
1,2023-12,gru,4.1,2940,735
1,2023-12,tcn,134.5,2940,735
1,2023-12,tft_lite,3.5,2940,735
1,2023-12,dsgfn,3.1,2940,735
1,2023-12,qanss,0.3,2940,735
1,2023-12,qrefa,4.9,2940,735
1,2024-03,mlp_panel,0.9,3675,735
1,2024-03,lstm,7.0,3675,735
1,2024-03,gru,5.3,3675,735
1,2024-03,tcn,166.6,3675,735
1,2024-03,tft_lite,4.9,3675,735
1,2024-03,dsgfn,4.7,3675,735
1,2024-03,qanss,0.3,3675,735
1,2024-03,qrefa,7.8,3675,735
1,2024-06,mlp_panel,1.2,4410,735
1,2024-06,lstm,10.4,4410,735
1,2024-06,gru,7.7,4410,735
1,2024-06,tcn,197.9,4410,735
1,2024-06,tft_lite,5.7,4410,735
1,2024-06,dsgfn,5.9,4410,735
1,2024-06,qanss,0.3,4410,735
1,2024-06,qrefa,9.8,4410,735
1,2024-09,mlp_panel,1.1,5145,735
1,2024-09,lstm,10.6,5145,735
1,2024-09,gru,8.2,5145,735
1,2024-09,tcn,212.2,5145,735
1,2024-09,tft_lite,5.6,5145,735
1,2024-09,dsgfn,4.9,5145,735
1,2024-09,qanss,0.2,5145,735
1,2024-09,qrefa,9.6,5145,735
1,2024-12,mlp_panel,1.3,5880,735
1,2024-12,lstm,11.5,5880,735
1,2024-12,gru,8.8,5880,735
1,2024-12,tcn,237.8,5880,735
1,2024-12,tft_lite,6.3,5880,735
1,2024-12,dsgfn,5.4,5880,735
1,2024-12,qanss,0.2,5880,735
1,2024-12,qrefa,10.8,5880,735
1,2025-03,mlp_panel,1.4,6615,735
1,2025-03,lstm,12.7,6615,735
1,2025-03,gru,9.5,6615,735
1,2025-03,tcn,270.2,6615,735
1,2025-03,tft_lite,7.0,6615,735
1,2025-03,dsgfn,6.3,6615,735
1,2025-03,qanss,0.3,6615,735
1,2025-03,qrefa,12.6,6615,735
1,2025-06,mlp_panel,1.6,7350,735
1,2025-06,lstm,13.9,7350,735
1,2025-06,gru,10.7,7350,735
1,2025-06,tcn,294.3,7350,735
1,2025-06,tft_lite,7.0,7350,735
1,2025-06,dsgfn,6.9,7350,735
1,2025-06,qanss,0.3,7350,735
1,2025-06,qrefa,14.5,7350,735
1,2025-09,mlp_panel,1.6,8085,735
1,2025-09,lstm,14.4,8085,735
1,2025-09,gru,11.1,8085,735
1,2025-09,tcn,322.8,8085,735
1,2025-09,tft_lite,8.3,8085,735
1,2025-09,dsgfn,7.2,8085,735
1,2025-09,qanss,0.3,8085,735
1,2025-09,qrefa,18.5,8085,735
1,2025-12,mlp_panel,1.7,8820,735
1,2025-12,lstm,15.7,8820,735
1,2025-12,gru,13.1,8820,735
1,2025-12,tcn,347.0,8820,735
1,2025-12,tft_lite,9.5,8820,735
1,2025-12,dsgfn,11.1,8820,735
1,2025-12,qanss,0.4,8820,735
1,2025-12,qrefa,20.9,8820,735
1,2026-03,mlp_panel,1.9,9555,735
1,2026-03,lstm,18.8,9555,735
1,2026-03,gru,14.7,9555,735
1,2026-03,tcn,395.2,9555,735
1,2026-03,tft_lite,9.9,9555,735
1,2026-03,dsgfn,8.8,9555,735
1,2026-03,qanss,0.3,9555,735
1,2026-03,qrefa,19.5,9555,735
1,2026-06,mlp_panel,1.9,10290,735
1,2026-06,lstm,18.0,10290,735
1,2026-06,gru,13.8,10290,735
1,2026-06,tcn,377.5,10290,735
1,2026-06,tft_lite,8.8,10290,735
1,2026-06,dsgfn,8.1,10290,735
1,2026-06,qanss,0.3,10290,735
1,2026-06,qrefa,23.1,10290,735
3,2023-12,mlp_panel,0.4,2450,735
3,2023-12,lstm,3.8,2450,735
3,2023-12,gru,3.0,2450,735
3,2023-12,tcn,76.9,2450,735
3,2023-12,tft_lite,2.0,2450,735
3,2023-12,dsgfn,2.0,2450,735
3,2023-12,qanss,0.2,2450,735
3,2023-12,qrefa,3.1,2450,735
3,2024-03,mlp_panel,0.6,3185,735
3,2024-03,lstm,4.8,3185,735
3,2024-03,gru,3.7,3185,735
3,2024-03,tcn,151.5,3185,735
3,2024-03,tft_lite,3.9,3185,735
3,2024-03,dsgfn,4.2,3185,735
3,2024-03,qanss,0.2,3185,735
3,2024-03,qrefa,4.9,3185,735
3,2024-06,mlp_panel,0.7,3920,735
3,2024-06,lstm,6.9,3920,735
3,2024-06,gru,5.2,3920,735
3,2024-06,tcn,148.2,3920,735
3,2024-06,tft_lite,3.9,3920,735
3,2024-06,dsgfn,3.7,3920,735
3,2024-06,qanss,0.2,3920,735
3,2024-06,qrefa,6.2,3920,735
3,2024-09,mlp_panel,0.8,4655,735
3,2024-09,lstm,7.8,4655,735
3,2024-09,gru,6.3,4655,735
3,2024-09,tcn,175.3,4655,735
3,2024-09,tft_lite,4.4,4655,735
3,2024-09,dsgfn,4.4,4655,735
3,2024-09,qanss,0.2,4655,735
3,2024-09,qrefa,8.0,4655,735
3,2024-12,mlp_panel,1.0,5390,735
3,2024-12,lstm,9.1,5390,735
3,2024-12,gru,7.4,5390,735
3,2024-12,tcn,193.4,5390,735
3,2024-12,tft_lite,5.0,5390,735
3,2024-12,dsgfn,5.0,5390,735
3,2024-12,qanss,0.2,5390,735
3,2024-12,qrefa,9.4,5390,735
3,2025-03,mlp_panel,1.2,6125,735
3,2025-03,lstm,10.3,6125,735
3,2025-03,gru,7.9,6125,735
3,2025-03,tcn,200.1,6125,735
3,2025-03,tft_lite,5.0,6125,735
3,2025-03,dsgfn,4.9,6125,735
3,2025-03,qanss,0.2,6125,735
3,2025-03,qrefa,10.4,6125,735
3,2025-06,mlp_panel,1.1,6860,735
3,2025-06,lstm,9.8,6860,735
3,2025-06,gru,7.8,6860,735
3,2025-06,tcn,203.2,6860,735
3,2025-06,tft_lite,5.7,6860,735
3,2025-06,dsgfn,5.5,6860,735
3,2025-06,qanss,0.2,6860,735
3,2025-06,qrefa,12.1,6860,735
3,2025-09,mlp_panel,1.2,7595,735
3,2025-09,lstm,10.8,7595,735
3,2025-09,gru,8.8,7595,735
3,2025-09,tcn,225.3,7595,735
3,2025-09,tft_lite,6.2,7595,735
3,2025-09,dsgfn,6.1,7595,735
3,2025-09,qanss,0.2,7595,735
3,2025-09,qrefa,14.0,7595,735
3,2025-12,mlp_panel,1.3,8330,735
3,2025-12,lstm,11.8,8330,735
3,2025-12,gru,9.7,8330,735
3,2025-12,tcn,247.3,8330,735
3,2025-12,tft_lite,7.0,8330,735
3,2025-12,dsgfn,6.5,8330,735
3,2025-12,qanss,0.3,8330,735
3,2025-12,qrefa,16.1,8330,735
3,2026-03,mlp_panel,1.4,9065,735
3,2026-03,lstm,12.9,9065,735
3,2026-03,gru,10.6,9065,735
3,2026-03,tcn,268.8,9065,735
3,2026-03,tft_lite,7.5,9065,735
3,2026-03,dsgfn,7.3,9065,735
3,2026-03,qanss,0.3,9065,735
3,2026-03,qrefa,17.9,9065,735
3,2026-06,mlp_panel,1.5,9800,245
3,2026-06,lstm,14.1,9800,245
3,2026-06,gru,11.3,9800,245
3,2026-06,tcn,259.2,9800,245
3,2026-06,tft_lite,6.8,9800,245
3,2026-06,dsgfn,6.8,9800,245
3,2026-06,qanss,0.2,9800,245
3,2026-06,qrefa,18.8,9800,245
6,2024-03,mlp_panel,0.3,2450,735
6,2024-03,lstm,3.0,2450,735
6,2024-03,gru,2.3,2450,735
6,2024-03,tcn,59.5,2450,735
6,2024-03,tft_lite,1.8,2450,735
6,2024-03,dsgfn,1.7,2450,735
6,2024-03,qanss,0.1,2450,735
6,2024-03,qrefa,2.7,2450,735
6,2024-06,mlp_panel,0.5,3185,735
6,2024-06,lstm,4.0,3185,735
6,2024-06,gru,3.2,3185,735
6,2024-06,tcn,77.1,3185,735
6,2024-06,tft_lite,2.4,3185,735
6,2024-06,dsgfn,2.3,3185,735
6,2024-06,qanss,0.1,3185,735
6,2024-06,qrefa,3.9,3185,735
6,2024-09,mlp_panel,0.5,3920,735
6,2024-09,lstm,4.7,3920,735
6,2024-09,gru,3.7,3920,735
6,2024-09,tcn,95.0,3920,735
6,2024-09,tft_lite,2.8,3920,735
6,2024-09,dsgfn,2.8,3920,735
6,2024-09,qanss,0.2,3920,735
6,2024-09,qrefa,5.1,3920,735
6,2024-12,mlp_panel,0.7,4655,735
6,2024-12,lstm,5.7,4655,735
6,2024-12,gru,4.6,4655,735
6,2024-12,tcn,112.7,4655,735
6,2024-12,tft_lite,3.3,4655,735
6,2024-12,dsgfn,3.3,4655,735
6,2024-12,qanss,0.2,4655,735
6,2024-12,qrefa,6.5,4655,735
6,2025-03,mlp_panel,0.7,5390,735
6,2025-03,lstm,6.7,5390,735
6,2025-03,gru,5.2,5390,735
6,2025-03,tcn,130.2,5390,735
6,2025-03,tft_lite,3.9,5390,735
6,2025-03,dsgfn,3.7,5390,735
6,2025-03,qanss,0.2,5390,735
6,2025-03,qrefa,8.0,5390,735
6,2025-06,mlp_panel,0.8,6125,735
6,2025-06,lstm,7.4,6125,735
6,2025-06,gru,5.8,6125,735
6,2025-06,tcn,148.2,6125,735
6,2025-06,tft_lite,4.2,6125,735
6,2025-06,dsgfn,4.4,6125,735
6,2025-06,qanss,0.2,6125,735
6,2025-06,qrefa,9.6,6125,735
6,2025-09,mlp_panel,1.0,6860,735
6,2025-09,lstm,8.1,6860,735
6,2025-09,gru,6.7,6860,735
6,2025-09,tcn,165.8,6860,735
6,2025-09,tft_lite,4.9,6860,735
6,2025-09,dsgfn,4.8,6860,735
6,2025-09,qanss,0.2,6860,735
6,2025-09,qrefa,11.4,6860,735
6,2025-12,mlp_panel,1.0,7595,735
6,2025-12,lstm,9.2,7595,735
6,2025-12,gru,7.3,7595,735
6,2025-12,tcn,183.7,7595,735
6,2025-12,tft_lite,5.3,7595,735
6,2025-12,dsgfn,5.3,7595,735
6,2025-12,qanss,0.2,7595,735
6,2025-12,qrefa,13.2,7595,735
6,2026-03,mlp_panel,1.1,8330,245
6,2026-03,lstm,9.9,8330,245
6,2026-03,gru,8.0,8330,245
6,2026-03,tcn,201.2,8330,245
6,2026-03,tft_lite,6.0,8330,245
6,2026-03,dsgfn,5.7,8330,245
6,2026-03,qanss,0.2,8330,245
6,2026-03,qrefa,14.8,8330,245
12,2024-09,mlp_panel,0.3,2450,735
12,2024-09,lstm,3.1,2450,735
12,2024-09,gru,2.5,2450,735
12,2024-09,tcn,59.3,2450,735
12,2024-09,tft_lite,1.8,2450,735
12,2024-09,dsgfn,1.8,2450,735
12,2024-09,qanss,0.1,2450,735
12,2024-09,qrefa,2.8,2450,735
12,2024-12,mlp_panel,0.5,3185,735
12,2024-12,lstm,3.9,3185,735
12,2024-12,gru,3.2,3185,735
12,2024-12,tcn,77.1,3185,735
12,2024-12,tft_lite,2.4,3185,735
12,2024-12,dsgfn,2.3,3185,735
12,2024-12,qanss,0.1,3185,735
12,2024-12,qrefa,3.9,3185,735
12,2025-03,mlp_panel,0.5,3920,735
12,2025-03,lstm,4.7,3920,735
12,2025-03,gru,3.8,3920,735
12,2025-03,tcn,95.1,3920,735
12,2025-03,tft_lite,2.7,3920,735
12,2025-03,dsgfn,2.8,3920,735
12,2025-03,qanss,0.2,3920,735
12,2025-03,qrefa,5.2,3920,735
12,2025-06,mlp_panel,0.7,4655,735
12,2025-06,lstm,5.5,4655,735
12,2025-06,gru,4.6,4655,735
12,2025-06,tcn,93.4,4655,735
12,2025-06,tft_lite,2.8,4655,735
12,2025-06,dsgfn,2.8,4655,735
12,2025-06,qanss,0.1,4655,735
12,2025-06,qrefa,6.0,4655,735
12,2025-09,mlp_panel,0.6,5390,245
12,2025-09,lstm,5.3,5390,245
12,2025-09,gru,4.2,5390,245
12,2025-09,tcn,92.6,5390,245
12,2025-09,tft_lite,3.2,5390,245
12,2025-09,dsgfn,3.3,5390,245
12,2025-09,qanss,0.1,5390,245
12,2025-09,qrefa,7.1,5390,245