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tcpfn
File size: 11,272 Bytes
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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