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| Dataset | n. classes | n. features | n. samples | Test Time (s): TabPFNs3000 (3000 real data points, 32x ensembling) | per1k | Test Time (s): TuneTables-pt10-C (up to 3000 real data points) | per1k | Test Time (s): TuneTables-pt10-NC (0 real data points) | per1k | Test Time (s): TuneTables-pt1000-C (3000 real data points) | per1k | Test Time (s): TuneTables-pt1000-NC (0 real data points) | per1k | | ---------------------- | ---------- | ----------- | ---------- | ------------------------------------------------------------------ | ----- | -------------------------------------------------------------- | ----- | ------------------------------------------------------ | ----- | ---------------------------------------------------------- | ----- | -------------------------------------------------------- | ----- | | breast-cancer | 2 | 9 | 286 | 0.951 | 3.325 | 0.103 | 0.36 | 0.103 | 0.36 | 0.119 | 0.416 | 0.109 | 0.381 | | heart-c | 2 | 13 | 303 | 1.011 | 3.337 | 0.103 | 0.34 | 0.102 | 0.337 | 0.111 | 0.366 | 0.107 | 0.353 | | ecoli | 8 | 7 | 336 | 0.99 | 2.946 | 0.094 | 0.28 | 0.092 | 0.274 | 0.094 | 0.28 | 0.091 | 0.271 | | colic | 2 | 22 | 368 | 1.045 | 2.84 | 0.103 | 0.28 | 0.102 | 0.277 | 0.124 | 0.337 | 0.112 | 0.304 | | dresses-sales | 2 | 12 | 500 | 1.024 | 2.048 | 0.098 | 0.196 | 0.09 | 0.18 | 0.106 | 0.212 | 0.092 | 0.184 | | climate | 2 | 18 | 540 | 1.067 | 1.976 | 0.098 | 0.181 | 0.09 | 0.167 | 0.11 | 0.204 | 0.095 | 0.176 | | cylinder-bands | 2 | 37 | 540 | 1.317 | 2.439 | 0.088 | 0.163 | 0.091 | 0.169 | 0.108 | 0.2 | 0.093 | 0.172 | | balance-scale | 3 | 4 | 625 | 0.7 | 1.12 | 0.115 | 0.184 | 0.105 | 0.168 | 0.147 | 0.235 | 0.104 | 0.166 | | blood-transfusion | 2 | 4 | 748 | 0.595 | 0.795 | 0.123 | 0.164 | 0.117 | 0.156 | 0.149 | 0.199 | 0.107 | 0.143 | | cmc | 3 | 9 | 1473 | 1.485 | 1.008 | 0.099 | 0.067 | 0.093 | 0.063 | 0.155 | 0.105 | 0.093 | 0.063 | | kc-1 | 2 | 21 | 2109 | 2.623 | 1.244 | 0.12 | 0.057 | 0.11 | 0.052 | 0.203 | 0.096 | 0.116 | 0.055 | | bioresponse | 2 | 1776 | 3151 | 5.623 | 1.785 | 0.23 | 0.073 | 0.116 | 0.037 | 0.338 | 0.107 | 0.114 | 0.036 | | christine | 2 | 1636 | 5418 | 5.392 | 0.995 | 0.486 | 0.09 | 0.183 | 0.034 | 0.725 | 0.134 | 0.167 | 0.031 | | dilbert | 5 | 2000 | 10000 | 9.355 | 0.936 | 0.74 | 0.074 | 0.204 | 0.02 | 1.126 | 0.113 | 0.232 | 0.023 | | robert | 10 | 7200 | 10000 | 9.369 | 0.937 | 0.718 | 0.072 | 0.202 | 0.02 | 1.143 | 0.114 | 0.208 | 0.021 | | har | 6 | 561 | 10299 | 9.399 | 0.913 | 0.804 | 0.078 | 0.219 | 0.021 | 1.27 | 0.123 | 0.236 | 0.023 | | eeg-eye-state | 2 | 14 | 14980 | 8.235 | 0.55 | 1.086 | 0.072 | 0.245 | 0.016 | 1.683 | 0.112 | 0.284 | 0.019 | | elevators | 2 | 18 | 16599 | 8.501 | 0.512 | 1.169 | 0.07 | 0.278 | 0.017 | 1.799 | 0.108 | 0.294 | 0.018 | | riccardo | 2 | 4296 | 20000 | 5.994 | 0.3 | 1.369 | 0.111 | 0.325 | 0.018 | 2.21 | 0.111 | 0.358 | 0.018 | | volkert | 10 | 180 | 58310 | 17.448 | 0.299 | 3.931 | 0.067 | 0.772 | 0.013 | 6.336 | 0.109 | 0.897 | 0.015 | | higgs | 3 | 42 | 67557 | 21.991 | 0.326 | 6.449 | 0.095 | 1.356 | 0.02 | 10.404 | 0.154 | 1.517 | 0.022 | | connect-4 | 2 | 28 | 98050 | 19.966 | 0.204 | 4.491 | 0.046 | 0.922 | 0.009 | 7.064 | 0.072 | 0.992 | 0.01 | | BNG (vote) | 2 | 16 | 131072 | 28.229 | 0.215 | 8.898 | 0.068 | 1.636 | 0.012 | 14.25 | 0.109 | 1.95 | 0.015 | | albert | 2 | 78 | 425240 | 77.546 | 0.182 | 27.988 | 0.066 | 5.748 | 0.014 | 47.855 | 0.113 | 6.378 | 0.015 | | airlines | 2 | 7 | 539383 | 85.146 | 0.158 | 36.797 | 0.068 | 6.751 | 0.013 | 61.477 | 0.114 | 8.123 | 0.015 | | agrawal1 | 2 | 9 | 1000000 | 193.083 | 0.193 | 70.665 | 0.071 | 12.129 | 0.012 | 112.533 | 0.113 | 14.944 | 0.015 | | BNG (labor) | 2 | 16 | 1000000 | 190.81 | 0.191 | 69.374 | 0.069 | 12.094 | 0.012 | 108.211 | 0.108 | 14.666 | 0.015 | | poker-hand | 10 | 10 | 1025009 | 198.151 | 0.193 | 71.605 | 0.07 | 13.097 | 0.013 | 112.214 | 0.109 | 15.199 | 0.015 | | click-prediction-small | 2 | 11 | 1997410 | 384.192 | 0.192 | 133.212 | 0.067 | 24.964 | 0.012 | 227.546 | 0.114 | 30.982 | 0.016 | | AVERAGE | | | 222079.517 | 44.525 | 1.109 | 15.212 | 0.124 | 2.839 | 0.087 | 24.814 | 0.162 | 3.402 | 0.09 | |