| 2026-04-09 04:54:02,143 [INFO] Generating 10 tables × 6 effect types |
| 2026-04-09 04:54:02,143 [INFO] N=500, D=5, T_pre=20, T_post=10 |
| 2026-04-09 04:54:02,143 [INFO] |
| === Phase 2: Native Temporal === |
| 2026-04-09 04:54:02,145 [INFO] [Phase2-Temporal] Table 1/10 — effect: immediate |
| 2026-04-09 04:54:03,452 [INFO] PEHE=1.4380 corr=0.0000 ATE_MAE=0.9191 time=0.46s |
| 2026-04-09 04:54:03,453 [INFO] [Phase2-Temporal] Table 2/10 — effect: immediate |
| 2026-04-09 04:54:04,414 [INFO] PEHE=0.8899 corr=0.0000 ATE_MAE=0.3651 time=0.18s |
| 2026-04-09 04:54:04,415 [INFO] [Phase2-Temporal] Table 3/10 — effect: immediate |
| 2026-04-09 04:54:05,621 [INFO] PEHE=1.0536 corr=0.0000 ATE_MAE=0.4122 time=0.22s |
| 2026-04-09 04:54:05,622 [INFO] [Phase2-Temporal] Table 4/10 — effect: immediate |
| 2026-04-09 04:54:06,966 [INFO] PEHE=1.0279 corr=0.0000 ATE_MAE=0.3281 time=0.38s |
| 2026-04-09 04:54:06,967 [INFO] [Phase2-Temporal] Table 5/10 — effect: immediate |
| 2026-04-09 04:54:08,266 [INFO] PEHE=1.2500 corr=0.0000 ATE_MAE=0.7320 time=0.28s |
| 2026-04-09 04:54:08,267 [INFO] [Phase2-Temporal] Table 6/10 — effect: immediate |
| 2026-04-09 04:54:09,616 [INFO] PEHE=1.2817 corr=0.0000 ATE_MAE=0.6896 time=0.21s |
| 2026-04-09 04:54:09,618 [INFO] [Phase2-Temporal] Table 7/10 — effect: immediate |
| 2026-04-09 04:54:10,790 [INFO] PEHE=1.7079 corr=0.0000 ATE_MAE=0.8978 time=0.23s |
| 2026-04-09 04:54:10,792 [INFO] [Phase2-Temporal] Table 8/10 — effect: immediate |
| 2026-04-09 04:54:11,965 [INFO] PEHE=0.7207 corr=0.0000 ATE_MAE=0.0481 time=0.26s |
| 2026-04-09 04:54:11,967 [INFO] [Phase2-Temporal] Table 9/10 — effect: immediate |
| 2026-04-09 04:54:13,170 [INFO] PEHE=1.1560 corr=0.0000 ATE_MAE=0.1421 time=0.16s |
| 2026-04-09 04:54:13,171 [INFO] [Phase2-Temporal] Table 10/10 — effect: immediate |
| 2026-04-09 04:54:14,578 [INFO] PEHE=1.1834 corr=0.0000 ATE_MAE=0.5595 time=0.40s |
| 2026-04-09 04:54:14,579 [INFO] [Phase2-Temporal] Table 1/10 — effect: gradual |
| 2026-04-09 04:54:16,090 [INFO] PEHE=0.9649 corr=-0.1194 ATE_MAE=0.6761 time=0.32s |
| 2026-04-09 04:54:16,091 [INFO] [Phase2-Temporal] Table 2/10 — effect: gradual |
| 2026-04-09 04:54:17,318 [INFO] PEHE=0.5854 corr=-0.2861 ATE_MAE=0.2744 time=0.23s |
| 2026-04-09 04:54:17,320 [INFO] [Phase2-Temporal] Table 3/10 — effect: gradual |
| 2026-04-09 04:54:18,673 [INFO] PEHE=0.9232 corr=0.0234 ATE_MAE=0.2774 time=0.28s |
| 2026-04-09 04:54:18,674 [INFO] [Phase2-Temporal] Table 4/10 — effect: gradual |
| 2026-04-09 04:54:19,506 [INFO] PEHE=0.7272 corr=-0.0285 ATE_MAE=0.2686 time=0.07s |
| 2026-04-09 04:54:19,508 [INFO] [Phase2-Temporal] Table 5/10 — effect: gradual |
| 2026-04-09 04:54:20,304 [INFO] PEHE=0.6382 corr=-0.0627 ATE_MAE=0.2555 time=0.06s |
| 2026-04-09 04:54:20,364 [INFO] [Phase2-Temporal] Table 6/10 — effect: gradual |
| 2026-04-09 04:54:21,103 [INFO] PEHE=1.0615 corr=0.1725 ATE_MAE=0.7457 time=0.06s |
| 2026-04-09 04:54:21,105 [INFO] [Phase2-Temporal] Table 7/10 — effect: gradual |
| 2026-04-09 04:54:21,972 [INFO] PEHE=1.9740 corr=0.0524 ATE_MAE=1.6961 time=0.16s |
| 2026-04-09 04:54:21,974 [INFO] [Phase2-Temporal] Table 8/10 — effect: gradual |
| 2026-04-09 04:54:22,780 [INFO] PEHE=0.4647 corr=0.2528 ATE_MAE=0.0585 time=0.10s |
| 2026-04-09 04:54:22,781 [INFO] [Phase2-Temporal] Table 9/10 — effect: gradual |
| 2026-04-09 04:54:23,391 [INFO] PEHE=0.9925 corr=0.0085 ATE_MAE=0.8613 time=0.07s |
| 2026-04-09 04:54:23,392 [INFO] [Phase2-Temporal] Table 10/10 — effect: gradual |
| 2026-04-09 04:54:24,293 [INFO] PEHE=1.1951 corr=0.3074 ATE_MAE=0.7419 time=0.06s |
| 2026-04-09 04:54:24,294 [INFO] [Phase2-Temporal] Table 1/10 — effect: decay |
| 2026-04-09 04:54:25,169 [INFO] PEHE=0.6941 corr=0.2429 ATE_MAE=0.4862 time=0.27s |
| 2026-04-09 04:54:25,170 [INFO] [Phase2-Temporal] Table 2/10 — effect: decay |
| 2026-04-09 04:54:25,870 [INFO] PEHE=0.4795 corr=0.0120 ATE_MAE=0.2002 time=0.09s |
| 2026-04-09 04:54:25,872 [INFO] [Phase2-Temporal] Table 3/10 — effect: decay |
| 2026-04-09 04:54:26,868 [INFO] PEHE=0.5013 corr=-0.1734 ATE_MAE=0.1588 time=0.09s |
| 2026-04-09 04:54:26,870 [INFO] [Phase2-Temporal] Table 4/10 — effect: decay |
| 2026-04-09 04:54:27,669 [INFO] PEHE=0.4450 corr=-0.1106 ATE_MAE=0.2294 time=0.23s |
| 2026-04-09 04:54:27,670 [INFO] [Phase2-Temporal] Table 5/10 — effect: decay |
| 2026-04-09 04:54:28,469 [INFO] PEHE=0.4111 corr=-0.2635 ATE_MAE=0.1963 time=0.11s |
| 2026-04-09 04:54:28,470 [INFO] [Phase2-Temporal] Table 6/10 — effect: decay |
| 2026-04-09 04:54:29,269 [INFO] PEHE=0.9375 corr=0.0262 ATE_MAE=0.7020 time=0.07s |
| 2026-04-09 04:54:29,270 [INFO] [Phase2-Temporal] Table 7/10 — effect: decay |
| 2026-04-09 04:54:29,894 [INFO] PEHE=1.4054 corr=-0.0000 ATE_MAE=1.2775 time=0.06s |
| 2026-04-09 04:54:29,895 [INFO] [Phase2-Temporal] Table 8/10 — effect: decay |
| 2026-04-09 04:54:31,368 [INFO] PEHE=0.3528 corr=0.2525 ATE_MAE=0.1310 time=0.28s |
| 2026-04-09 04:54:31,370 [INFO] [Phase2-Temporal] Table 9/10 — effect: decay |
| 2026-04-09 04:54:33,269 [INFO] PEHE=1.1014 corr=0.0227 ATE_MAE=1.0258 time=0.37s |
| 2026-04-09 04:54:33,270 [INFO] [Phase2-Temporal] Table 10/10 — effect: decay |
| 2026-04-09 04:54:35,108 [INFO] PEHE=0.9989 corr=0.3209 ATE_MAE=0.8669 time=0.31s |
| 2026-04-09 04:54:35,165 [INFO] [Phase2-Temporal] Table 1/10 — effect: permanent |
| 2026-04-09 04:54:36,869 [INFO] PEHE=1.3742 corr=-0.0141 ATE_MAE=0.9339 time=0.36s |
| 2026-04-09 04:54:36,870 [INFO] [Phase2-Temporal] Table 2/10 — effect: permanent |
| 2026-04-09 04:54:38,667 [INFO] PEHE=0.9097 corr=-0.0216 ATE_MAE=0.4814 time=0.32s |
| 2026-04-09 04:54:38,668 [INFO] [Phase2-Temporal] Table 3/10 — effect: permanent |
| 2026-04-09 04:54:40,273 [INFO] PEHE=0.9775 corr=0.1241 ATE_MAE=0.3860 time=0.26s |
| 2026-04-09 04:54:40,274 [INFO] [Phase2-Temporal] Table 4/10 — effect: permanent |
| 2026-04-09 04:54:41,970 [INFO] PEHE=0.9826 corr=0.0504 ATE_MAE=0.2950 time=0.27s |
| 2026-04-09 04:54:41,971 [INFO] [Phase2-Temporal] Table 5/10 — effect: permanent |
| 2026-04-09 04:54:43,568 [INFO] PEHE=1.3344 corr=-0.0411 ATE_MAE=0.9145 time=0.30s |
| 2026-04-09 04:54:43,570 [INFO] [Phase2-Temporal] Table 6/10 — effect: permanent |
| 2026-04-09 04:54:45,214 [INFO] PEHE=1.0875 corr=0.1273 ATE_MAE=0.3513 time=0.23s |
| 2026-04-09 04:54:45,265 [INFO] [Phase2-Temporal] Table 7/10 — effect: permanent |
| 2026-04-09 04:54:47,069 [INFO] PEHE=1.6627 corr=0.0117 ATE_MAE=0.9136 time=0.29s |
| 2026-04-09 04:54:47,071 [INFO] [Phase2-Temporal] Table 8/10 — effect: permanent |
| 2026-04-09 04:54:48,870 [INFO] PEHE=0.6836 corr=0.0778 ATE_MAE=0.0645 time=0.28s |
| 2026-04-09 04:54:48,871 [INFO] [Phase2-Temporal] Table 9/10 — effect: permanent |
| 2026-04-09 04:54:50,670 [INFO] PEHE=1.0750 corr=-0.1029 ATE_MAE=0.0206 time=0.27s |
| 2026-04-09 04:54:50,672 [INFO] [Phase2-Temporal] Table 10/10 — effect: permanent |
| 2026-04-09 04:54:52,468 [INFO] PEHE=1.2086 corr=0.1111 ATE_MAE=0.7087 time=0.28s |
| 2026-04-09 04:54:52,470 [INFO] [Phase2-Temporal] Table 1/10 — effect: delayed |
| 2026-04-09 04:54:54,108 [INFO] PEHE=0.9054 corr=0.0661 ATE_MAE=0.4742 time=0.23s |
| 2026-04-09 04:54:54,110 [INFO] [Phase2-Temporal] Table 2/10 — effect: delayed |
| 2026-04-09 04:54:55,968 [INFO] PEHE=0.6445 corr=-0.0129 ATE_MAE=0.2880 time=0.28s |
| 2026-04-09 04:54:55,970 [INFO] [Phase2-Temporal] Table 3/10 — effect: delayed |
| 2026-04-09 04:54:57,769 [INFO] PEHE=0.8726 corr=-0.0767 ATE_MAE=0.3397 time=0.29s |
| 2026-04-09 04:54:57,770 [INFO] [Phase2-Temporal] Table 4/10 — effect: delayed |
| 2026-04-09 04:54:59,578 [INFO] PEHE=0.7710 corr=0.1965 ATE_MAE=0.2520 time=0.30s |
| 2026-04-09 04:54:59,579 [INFO] [Phase2-Temporal] Table 5/10 — effect: delayed |
| 2026-04-09 04:55:01,469 [INFO] PEHE=0.7086 corr=-0.0058 ATE_MAE=0.3609 time=0.28s |
| 2026-04-09 04:55:01,470 [INFO] [Phase2-Temporal] Table 6/10 — effect: delayed |
| 2026-04-09 04:55:02,969 [INFO] PEHE=1.0851 corr=0.3810 ATE_MAE=0.8205 time=0.20s |
| 2026-04-09 04:55:02,970 [INFO] [Phase2-Temporal] Table 7/10 — effect: delayed |
| 2026-04-09 04:55:04,669 [INFO] PEHE=1.6974 corr=0.0645 ATE_MAE=1.4488 time=0.36s |
| 2026-04-09 04:55:04,670 [INFO] [Phase2-Temporal] Table 8/10 — effect: delayed |
| 2026-04-09 04:55:06,469 [INFO] PEHE=0.5052 corr=0.0113 ATE_MAE=0.1143 time=0.30s |
| 2026-04-09 04:55:06,471 [INFO] [Phase2-Temporal] Table 9/10 — effect: delayed |
| 2026-04-09 04:55:08,069 [INFO] PEHE=1.0328 corr=-0.0861 ATE_MAE=0.9049 time=0.36s |
| 2026-04-09 04:55:08,071 [INFO] [Phase2-Temporal] Table 10/10 — effect: delayed |
| 2026-04-09 04:55:10,068 [INFO] PEHE=1.2417 corr=0.1137 ATE_MAE=0.8285 time=0.37s |
| 2026-04-09 04:55:10,070 [INFO] [Phase2-Temporal] Table 1/10 — effect: oscillating |
| 2026-04-09 04:55:11,779 [INFO] PEHE=0.4765 corr=0.1297 ATE_MAE=0.2091 time=0.37s |
| 2026-04-09 04:55:11,780 [INFO] [Phase2-Temporal] Table 2/10 — effect: oscillating |
| 2026-04-09 04:55:13,666 [INFO] PEHE=0.3932 corr=0.0439 ATE_MAE=0.2648 time=0.33s |
| 2026-04-09 04:55:13,667 [INFO] [Phase2-Temporal] Table 3/10 — effect: oscillating |
| 2026-04-09 04:55:15,469 [INFO] PEHE=0.5539 corr=-0.0787 ATE_MAE=0.3033 time=0.20s |
| 2026-04-09 04:55:15,470 [INFO] [Phase2-Temporal] Table 4/10 — effect: oscillating |
| 2026-04-09 04:55:17,192 [INFO] PEHE=0.5901 corr=0.0669 ATE_MAE=0.3667 time=0.21s |
| 2026-04-09 04:55:17,194 [INFO] [Phase2-Temporal] Table 5/10 — effect: oscillating |
| 2026-04-09 04:55:19,169 [INFO] PEHE=0.8036 corr=0.0067 ATE_MAE=0.6947 time=0.28s |
| 2026-04-09 04:55:19,171 [INFO] [Phase2-Temporal] Table 6/10 — effect: oscillating |
| 2026-04-09 04:55:20,910 [INFO] PEHE=0.4883 corr=0.0235 ATE_MAE=0.2742 time=0.22s |
| 2026-04-09 04:55:20,911 [INFO] [Phase2-Temporal] Table 7/10 — effect: oscillating |
| 2026-04-09 04:55:22,669 [INFO] PEHE=0.5692 corr=0.0156 ATE_MAE=0.2858 time=0.40s |
| 2026-04-09 04:55:22,670 [INFO] [Phase2-Temporal] Table 8/10 — effect: oscillating |
| 2026-04-09 04:55:24,606 [INFO] PEHE=0.2476 corr=0.0954 ATE_MAE=0.0268 time=0.31s |
| 2026-04-09 04:55:24,608 [INFO] [Phase2-Temporal] Table 9/10 — effect: oscillating |
| 2026-04-09 04:55:26,775 [INFO] PEHE=0.3680 corr=0.0637 ATE_MAE=0.0178 time=0.39s |
| 2026-04-09 04:55:26,776 [INFO] [Phase2-Temporal] Table 10/10 — effect: oscillating |
| 2026-04-09 04:55:28,469 [INFO] PEHE=1.4796 corr=-0.0439 ATE_MAE=1.4212 time=0.28s |
|
|
| ==================================================================== |
| Effect Type | PEHE Corr ATE_MAE Time(s) [Phase2-Temporal] |
| -------------------------------------------------------------------- |
| decay | 0.7327 0.033 0.5274 0.19 |
| delayed | 0.9464 0.065 0.5832 0.30 |
| gradual | 0.9527 0.032 0.5856 0.14 |
| immediate | 1.1709 0.000 0.5094 0.28 |
| oscillating | 0.5970 0.032 0.3864 0.30 |
| permanent | 1.1296 0.032 0.5070 0.29 |
| -------------------------------------------------------------------- |
| OVERALL | 0.9215 0.032 0.5165 14.9 |
| ==================================================================== |
| 2026-04-09 04:55:28,470 [INFO] Results saved to outputs/benchmarks/temporal_comparison.json |
|
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