Passenger load estimation on Transit APC Dataset All trips (15 folds)
9.1RMSENo reweight (rule; no shift)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| No reweight (rule; no shift)mechanism=rule-based, reweighting=false, shift=none2026.05 | 9.1 | 7 | 6.59 | 28 | 2.7 | 0 | |
| Proposed: rule fusion (no shift)mechanism=rule fusion, shift=no shift2026.05 | 9.13 | 7.04 | 6.96 | 22.6 | 2.8 | 0 | |
| Fixed fusionalpha_0=0.52026.05 | 9.26 | 7.04 | 6.96 | 22.6 | 2.8 | 0 | |
| With shift probeshift probe=true2026.05 | 10.37 | 8.13 | 8.88 | 22.6 | 2.8 | 24.8 | |
| No fusion (phys-only)mode=phys-only2026.05 | 19.98 | 12.71 | 13.94 | 22.6 | 14.6 | 0 | |
| Perception-only (open-loop)mode=open-loop2026.05 | 20.57 | 13.72 | 12.35 | 28 | 0 | 0 |