Physical parameter regression on Chandra Source Catalog (CSC) (val)
0.1MAEk-NN (Both)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| k-NN (Both)Variable=hard_hm, Alignment=Post-alignment2026.03 | 0.1 | — | — | |
| Mixture of Experts (MoE)Variable=hard_hm2026.03 | 0.1 | 0.01 | 33 | |
| k-NN (Spectra)Variable=hard_hm, Alignment=Post-alignment2026.03 | 0.11 | — | — | |
| k-NN (Both)Variable=hard_hs, Alignment=Post-alignment2026.03 | 0.12 | — | — | |
| Mixture of Experts (MoE)Variable=hard_hs2026.03 | 0.12 | 0.01 | 40 | |
| k-NN (Both)Variable=hard_ms, Alignment=Post-alignment2026.03 | 0.12 | — | — | |
| Mixture of Experts (MoE)Variable=hard_ms2026.03 | 0.12 | 0.01 | 28 | |
| k-NN (Spectra)Variable=hard_ms, Alignment=Post-alignment2026.03 | 0.14 | — | — | |
| k-NN (Spectra)Variable=hard_hm, Alignment=Pre-alignment2026.03 | 0.15 | — | — | |
| k-NN (Text)Variable=hard_hm, Alignment=Post-alignment2026.03 | 0.15 | — | — | |
| k-NN (Spectra)Variable=hard_hs, Alignment=Post-alignment2026.03 | 0.16 | — | — | |
| k-NN (Text)Variable=hard_hs, Alignment=Post-alignment2026.03 | 0.17 | — | — | |
| k-NN (Spectra)Variable=hard_ms, Alignment=Pre-alignment2026.03 | 0.17 | — | — | |
| k-NN (Text)Variable=hard_ms, Alignment=Post-alignment2026.03 | 0.17 | — | — | |
| k-NN (Text)Variable=hard_hm, Alignment=Pre-alignment2026.03 | 0.18 | — | — | |
| k-NN (Text)Variable=var_prob_b, Alignment=Pre-alignment2026.03 | 0.18 | — | — | |
| k-NN (Spectra)Variable=hard_hs, Alignment=Pre-alignment2026.03 | 0.2 | — | — | |
| k-NN (Text)Variable=var_prob_b, Alignment=Post-alignment2026.03 | 0.2 | — | — | |
| k-NN (Spectra)Variable=apec_z, Alignment=Post-alignment2026.03 | 0.2 | — | — | |
| k-NN (Both)Variable=apec_z, Alignment=Post-alignment2026.03 | 0.2 | — | — | |
| k-NN (Spectra)Variable=apec_z, Alignment=Pre-alignment2026.03 | 0.21 | — | — | |
| k-NN (Text)Variable=apec_z, Alignment=Pre-alignment2026.03 | 0.21 | — | — | |
| k-NN (Text)Variable=apec_z, Alignment=Post-alignment2026.03 | 0.21 | — | — | |
| Mixture of Experts (MoE)Variable=apec_z2026.03 | 0.21 | 0.04 | 3 | |
| k-NN (Text)Variable=hard_ms, Alignment=Pre-alignment2026.03 | 0.22 | — | — | |
| Mean baselineVariable=apec_z2026.03 | 0.22 | — | — | |
| Mean baselineVariable=hard_hm2026.03 | 0.23 | — | — | |
| k-NN (Both)Variable=var_prob_b, Alignment=Post-alignment2026.03 | 0.23 | — | — | |
| Mixture of Experts (MoE)Variable=var_prob_b2026.03 | 0.23 | 0.02 | 25 | |
| Mean baselineVariable=var_prob_b2026.03 | 0.26 | — | — | |
| k-NN (Spectra)Variable=var_prob_b, Alignment=Post-alignment2026.03 | 0.26 | — | — | |
| k-NN (Text)Variable=hard_hs, Alignment=Pre-alignment2026.03 | 0.27 | — | — | |
| k-NN (Spectra)Variable=var_prob_b, Alignment=Pre-alignment2026.03 | 0.27 | — | — | |
| k-NN (Spectra)Variable=bb_kt, Alignment=Post-alignment2026.03 | 0.27 | — | — | |
| Mean baselineVariable=hard_ms2026.03 | 0.28 | — | — | |
| k-NN (Both)Variable=bb_kt, Alignment=Post-alignment2026.03 | 0.28 | — | — | |
| Mixture of Experts (MoE)Variable=bb_kt2026.03 | 0.28 | 0.03 | 13 | |
| k-NN (Spectra)Variable=bb_kt, Alignment=Pre-alignment2026.03 | 0.32 | — | — | |
| k-NN (Spectra)Variable=powlaw_stat, Alignment=Post-alignment2026.03 | 0.36 | — | — | |
| k-NN (Both)Variable=powlaw_stat, Alignment=Post-alignment2026.03 | 0.37 | — | — | |
| Mixture of Experts (MoE)Variable=powlaw_stat2026.03 | 0.37 | 0.04 | 14 | |
| Mean baselineVariable=hard_hs2026.03 | 0.4 | — | — | |
| k-NN (Text)Variable=bb_kt, Alignment=Post-alignment2026.03 | 0.4 | — | — | |
| k-NN (Both)Variable=powlaw_gamma, Alignment=Post-alignment2026.03 | 0.41 | — | — | |
| Mixture of Experts (MoE)Variable=powlaw_gamma2026.03 | 0.41 | 0.05 | 36 | |
| k-NN (Spectra)Variable=brems_stat, Alignment=Post-alignment2026.03 | 0.42 | — | — | |
| k-NN (Text)Variable=powlaw_stat, Alignment=Pre-alignment2026.03 | 0.43 | — | — | |
| k-NN (Spectra)Variable=powlaw_gamma, Alignment=Post-alignment2026.03 | 0.44 | — | — | |
| k-NN (Spectra)Variable=powlaw_stat, Alignment=Pre-alignment2026.03 | 0.46 | — | — | |
| k-NN (Both)Variable=brems_stat, Alignment=Post-alignment2026.03 | 0.46 | — | — | |
| Mixture of Experts (MoE)Variable=brems_stat2026.03 | 0.46 | 0.05 | 9 | |
| Mean baselineVariable=powlaw_stat2026.03 | 0.47 | — | — | |
| k-NN (Text)Variable=bb_kt, Alignment=Pre-alignment2026.03 | 0.49 | — | — | |
| k-NN (Text)Variable=brems_stat, Alignment=Pre-alignment2026.03 | 0.5 | — | — | |
| k-NN (Text)Variable=powlaw_stat, Alignment=Post-alignment2026.03 | 0.52 | — | — | |
| k-NN (Spectra)Variable=brems_stat, Alignment=Pre-alignment2026.03 | 0.53 | — | — | |
| Mean baselineVariable=brems_stat2026.03 | 0.57 | — | — | |
| k-NN (Spectra)Variable=apec_stat, Alignment=Post-alignment2026.03 | 0.61 | — | — | |
| k-NN (Text)Variable=brems_stat, Alignment=Post-alignment2026.03 | 0.62 | — | — | |
| k-NN (Both)Variable=apec_stat, Alignment=Post-alignment2026.03 | 0.62 | — | — | |
| Mixture of Experts (MoE)Variable=apec_stat2026.03 | 0.62 | 0.11 | 6 | |
| k-NN (Text)Variable=powlaw_gamma, Alignment=Pre-alignment2026.03 | 0.65 | — | — | |
| k-NN (Spectra)Variable=bb_stat, Alignment=Post-alignment2026.03 | 0.65 | — | — | |
| k-NN (Spectra)Variable=apec_stat, Alignment=Pre-alignment2026.03 | 0.66 | — | — | |
| k-NN (Spectra)Variable=powlaw_gamma, Alignment=Pre-alignment2026.03 | 0.67 | — | — | |
| k-NN (Text)Variable=powlaw_gamma, Alignment=Post-alignment2026.03 | 0.67 | — | — | |
| k-NN (Both)Variable=bb_stat, Alignment=Post-alignment2026.03 | 0.68 | — | — | |
| Mixture of Experts (MoE)Variable=bb_stat2026.03 | 0.68 | 0.08 | 10 | |
| k-NN (Spectra)Variable=apec_abund, Alignment=Post-alignment2026.03 | 0.7 | — | — | |
| Mean baselineVariable=apec_abund2026.03 | 0.72 | — | — | |
| Mean baselineVariable=apec_stat2026.03 | 0.73 | — | — | |
| k-NN (Spectra)Variable=bb_stat, Alignment=Pre-alignment2026.03 | 0.75 | — | — | |
| k-NN (Text)Variable=apec_stat, Alignment=Pre-alignment2026.03 | 0.75 | — | — | |
| k-NN (Spectra)Variable=apec_abund, Alignment=Pre-alignment2026.03 | 0.76 | — | — | |
| k-NN (Text)Variable=bb_stat, Alignment=Pre-alignment2026.03 | 0.78 | — | — | |
| k-NN (Text)Variable=apec_abund, Alignment=Post-alignment2026.03 | 0.78 | — | — | |
| k-NN (Text)Variable=apec_stat, Alignment=Post-alignment2026.03 | 0.78 | — | — | |
| k-NN (Text)Variable=bb_stat, Alignment=Post-alignment2026.03 | 0.79 | — | — | |
| k-NN (Both)Variable=apec_abund, Alignment=Post-alignment2026.03 | 0.81 | — | — | |
| Mixture of Experts (MoE)Variable=apec_abund2026.03 | 0.81 | 0.13 | 6 | |
| Mean baselineVariable=powlaw_gamma2026.03 | 0.89 | — | — | |
| k-NN (Text)Variable=apec_abund, Alignment=Pre-alignment2026.03 | 0.89 | — | — | |
| Mean baselineVariable=bb_stat2026.03 | 0.91 | — | — | |
| k-NN (Text)Variable=var_index_b, Alignment=Pre-alignment2026.03 | 1 | — | — | |
| Mixture of Experts (MoE)Variable=var_index_b2026.03 | 1 | 0.1 | 0 | |
| k-NN (Text)Variable=var_index_b, Alignment=Post-alignment2026.03 | 1.19 | — | — | |
| k-NN (Both)Variable=apec_kt, Alignment=Post-alignment2026.03 | 1.22 | — | — | |
| Mixture of Experts (MoE)Variable=apec_kt2026.03 | 1.22 | 0.23 | 23 | |
| k-NN (Spectra)Variable=apec_kt, Alignment=Post-alignment2026.03 | 1.23 | — | — | |
| k-NN (Both)Variable=var_index_b, Alignment=Post-alignment2026.03 | 1.45 | — | — | |
| k-NN (Spectra)Variable=apec_kt, Alignment=Pre-alignment2026.03 | 1.6 | — | — | |
| k-NN (Text)Variable=apec_kt, Alignment=Post-alignment2026.03 | 1.6 | — | — | |
| k-NN (Spectra)Variable=var_index_b, Alignment=Post-alignment2026.03 | 1.7 | — | — | |
| k-NN (Text)Variable=apec_kt, Alignment=Pre-alignment2026.03 | 1.74 | — | — | |
| Mean baselineVariable=var_index_b2026.03 | 1.77 | — | — | |
| k-NN (Spectra)Variable=var_index_b, Alignment=Pre-alignment2026.03 | 1.79 | — | — | |
| Mean baselineVariable=bb_kt2026.03 | 3.23 | — | — | |
| Mean baselineVariable=apec_kt2026.03 | 3.51 | — | — | |
| k-NN (Spectra)Variable=flux_significance_b, Alignment=Post-alignment2026.03 | 4.06 | — | — | |
| k-NN (Both)Variable=flux_significance_b, Alignment=Post-alignment2026.03 | 4.54 | — | — |