List your company
ResearchFormerly WizWand

Physical parameter regression on Chandra Source Catalog (CSC) (val)

0.1MAEk-NN (Both)
-0.07761.12122.323.5188Mar 4, 2026
Updated 8mo ago

Evaluation results

MethodLinks
k-NN (Both)Variable=hard_hm, Alignment=Post-alignment2026.030.1——
Mixture of Experts (MoE)Variable=hard_hm2026.030.10.0133
k-NN (Spectra)Variable=hard_hm, Alignment=Post-alignment2026.030.11——
k-NN (Both)Variable=hard_hs, Alignment=Post-alignment2026.030.12——
Mixture of Experts (MoE)Variable=hard_hs2026.030.120.0140
k-NN (Both)Variable=hard_ms, Alignment=Post-alignment2026.030.12——
Mixture of Experts (MoE)Variable=hard_ms2026.030.120.0128
k-NN (Spectra)Variable=hard_ms, Alignment=Post-alignment2026.030.14——
k-NN (Spectra)Variable=hard_hm, Alignment=Pre-alignment2026.030.15——
k-NN (Text)Variable=hard_hm, Alignment=Post-alignment2026.030.15——
k-NN (Spectra)Variable=hard_hs, Alignment=Post-alignment2026.030.16——
k-NN (Text)Variable=hard_hs, Alignment=Post-alignment2026.030.17——
k-NN (Spectra)Variable=hard_ms, Alignment=Pre-alignment2026.030.17——
k-NN (Text)Variable=hard_ms, Alignment=Post-alignment2026.030.17——
k-NN (Text)Variable=hard_hm, Alignment=Pre-alignment2026.030.18——
k-NN (Text)Variable=var_prob_b, Alignment=Pre-alignment2026.030.18——
k-NN (Spectra)Variable=hard_hs, Alignment=Pre-alignment2026.030.2——
k-NN (Text)Variable=var_prob_b, Alignment=Post-alignment2026.030.2——
k-NN (Spectra)Variable=apec_z, Alignment=Post-alignment2026.030.2——
k-NN (Both)Variable=apec_z, Alignment=Post-alignment2026.030.2——
k-NN (Spectra)Variable=apec_z, Alignment=Pre-alignment2026.030.21——
k-NN (Text)Variable=apec_z, Alignment=Pre-alignment2026.030.21——
k-NN (Text)Variable=apec_z, Alignment=Post-alignment2026.030.21——
Mixture of Experts (MoE)Variable=apec_z2026.030.210.043
k-NN (Text)Variable=hard_ms, Alignment=Pre-alignment2026.030.22——
Mean baselineVariable=apec_z2026.030.22——
Mean baselineVariable=hard_hm2026.030.23——
k-NN (Both)Variable=var_prob_b, Alignment=Post-alignment2026.030.23——
Mixture of Experts (MoE)Variable=var_prob_b2026.030.230.0225
Mean baselineVariable=var_prob_b2026.030.26——
k-NN (Spectra)Variable=var_prob_b, Alignment=Post-alignment2026.030.26——
k-NN (Text)Variable=hard_hs, Alignment=Pre-alignment2026.030.27——
k-NN (Spectra)Variable=var_prob_b, Alignment=Pre-alignment2026.030.27——
k-NN (Spectra)Variable=bb_kt, Alignment=Post-alignment2026.030.27——
Mean baselineVariable=hard_ms2026.030.28——
k-NN (Both)Variable=bb_kt, Alignment=Post-alignment2026.030.28——
Mixture of Experts (MoE)Variable=bb_kt2026.030.280.0313
k-NN (Spectra)Variable=bb_kt, Alignment=Pre-alignment2026.030.32——
k-NN (Spectra)Variable=powlaw_stat, Alignment=Post-alignment2026.030.36——
k-NN (Both)Variable=powlaw_stat, Alignment=Post-alignment2026.030.37——
Mixture of Experts (MoE)Variable=powlaw_stat2026.030.370.0414
Mean baselineVariable=hard_hs2026.030.4——
k-NN (Text)Variable=bb_kt, Alignment=Post-alignment2026.030.4——
k-NN (Both)Variable=powlaw_gamma, Alignment=Post-alignment2026.030.41——
Mixture of Experts (MoE)Variable=powlaw_gamma2026.030.410.0536
k-NN (Spectra)Variable=brems_stat, Alignment=Post-alignment2026.030.42——
k-NN (Text)Variable=powlaw_stat, Alignment=Pre-alignment2026.030.43——
k-NN (Spectra)Variable=powlaw_gamma, Alignment=Post-alignment2026.030.44——
k-NN (Spectra)Variable=powlaw_stat, Alignment=Pre-alignment2026.030.46——
k-NN (Both)Variable=brems_stat, Alignment=Post-alignment2026.030.46——
Mixture of Experts (MoE)Variable=brems_stat2026.030.460.059
Mean baselineVariable=powlaw_stat2026.030.47——
k-NN (Text)Variable=bb_kt, Alignment=Pre-alignment2026.030.49——
k-NN (Text)Variable=brems_stat, Alignment=Pre-alignment2026.030.5——
k-NN (Text)Variable=powlaw_stat, Alignment=Post-alignment2026.030.52——
k-NN (Spectra)Variable=brems_stat, Alignment=Pre-alignment2026.030.53——
Mean baselineVariable=brems_stat2026.030.57——
k-NN (Spectra)Variable=apec_stat, Alignment=Post-alignment2026.030.61——
k-NN (Text)Variable=brems_stat, Alignment=Post-alignment2026.030.62——
k-NN (Both)Variable=apec_stat, Alignment=Post-alignment2026.030.62——
Mixture of Experts (MoE)Variable=apec_stat2026.030.620.116
k-NN (Text)Variable=powlaw_gamma, Alignment=Pre-alignment2026.030.65——
k-NN (Spectra)Variable=bb_stat, Alignment=Post-alignment2026.030.65——
k-NN (Spectra)Variable=apec_stat, Alignment=Pre-alignment2026.030.66——
k-NN (Spectra)Variable=powlaw_gamma, Alignment=Pre-alignment2026.030.67——
k-NN (Text)Variable=powlaw_gamma, Alignment=Post-alignment2026.030.67——
k-NN (Both)Variable=bb_stat, Alignment=Post-alignment2026.030.68——
Mixture of Experts (MoE)Variable=bb_stat2026.030.680.0810
k-NN (Spectra)Variable=apec_abund, Alignment=Post-alignment2026.030.7——
Mean baselineVariable=apec_abund2026.030.72——
Mean baselineVariable=apec_stat2026.030.73——
k-NN (Spectra)Variable=bb_stat, Alignment=Pre-alignment2026.030.75——
k-NN (Text)Variable=apec_stat, Alignment=Pre-alignment2026.030.75——
k-NN (Spectra)Variable=apec_abund, Alignment=Pre-alignment2026.030.76——
k-NN (Text)Variable=bb_stat, Alignment=Pre-alignment2026.030.78——
k-NN (Text)Variable=apec_abund, Alignment=Post-alignment2026.030.78——
k-NN (Text)Variable=apec_stat, Alignment=Post-alignment2026.030.78——
k-NN (Text)Variable=bb_stat, Alignment=Post-alignment2026.030.79——
k-NN (Both)Variable=apec_abund, Alignment=Post-alignment2026.030.81——
Mixture of Experts (MoE)Variable=apec_abund2026.030.810.136
Mean baselineVariable=powlaw_gamma2026.030.89——
k-NN (Text)Variable=apec_abund, Alignment=Pre-alignment2026.030.89——
Mean baselineVariable=bb_stat2026.030.91——
k-NN (Text)Variable=var_index_b, Alignment=Pre-alignment2026.031——
Mixture of Experts (MoE)Variable=var_index_b2026.0310.10
k-NN (Text)Variable=var_index_b, Alignment=Post-alignment2026.031.19——
k-NN (Both)Variable=apec_kt, Alignment=Post-alignment2026.031.22——
Mixture of Experts (MoE)Variable=apec_kt2026.031.220.2323
k-NN (Spectra)Variable=apec_kt, Alignment=Post-alignment2026.031.23——
k-NN (Both)Variable=var_index_b, Alignment=Post-alignment2026.031.45——
k-NN (Spectra)Variable=apec_kt, Alignment=Pre-alignment2026.031.6——
k-NN (Text)Variable=apec_kt, Alignment=Post-alignment2026.031.6——
k-NN (Spectra)Variable=var_index_b, Alignment=Post-alignment2026.031.7——
k-NN (Text)Variable=apec_kt, Alignment=Pre-alignment2026.031.74——
Mean baselineVariable=var_index_b2026.031.77——
k-NN (Spectra)Variable=var_index_b, Alignment=Pre-alignment2026.031.79——
Mean baselineVariable=bb_kt2026.033.23——
Mean baselineVariable=apec_kt2026.033.51——
k-NN (Spectra)Variable=flux_significance_b, Alignment=Post-alignment2026.034.06——
k-NN (Both)Variable=flux_significance_b, Alignment=Post-alignment2026.034.54——