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TARA-WorldModel-VICReg

Tabular Regression
PyTorch
self-supervised-learning
vicreg
joint-embedding
marine-biology
metagenomics
environmental-modeling
protein-domains
tara-oceans
pfam
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+ pfam_dim pfam_d target fold_id fold_name n_train_bio n_test_bio r2_env_only r2_pfam_only r2_stacked rmse_env_only rmse_stacked mae_env_only mae_stacked meta_coef_env meta_coef_pfam meta_intercept meta_weight_ratio_pfam
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+ pfam20 20 Chl-a 0 Atlantic-South 977 174 0.912325 -3.549882 0.910357 0.322169 0.325765 0.135733 0.137977 0.995077 0.019865 -0.023609 0.019573
3
+ pfam20 20 POC 0 Atlantic-South 977 174 0.957287 -9.019356 0.871111 18.781281 32.625233 10.758926 29.038058 1.215127 -0.008765 -43.222423 -0.007162
4
+ pfam20 20 NFLH 0 Atlantic-South 977 174 0.677600 -0.008690 0.626445 0.045937 0.049448 0.017276 0.021818 0.827391 0.096024 0.007267 0.103988
5
+ pfam20 20 Chl-a 1 Atlantic-Mid 1029 122 0.545930 -0.062455 0.578435 3.046185 2.935130 1.201470 1.123194 1.070868 -0.012196 -0.042309 -0.011260
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+ pfam20 20 POC 1 Atlantic-Mid 1029 122 0.350799 0.103940 0.376878 249.156260 244.100501 132.576834 129.899686 0.970653 0.049862 -11.095055 0.048859
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+ pfam20 20 NFLH 1 Atlantic-Mid 1029 122 0.862654 0.041728 0.866450 0.033179 0.032717 0.023381 0.023469 0.846225 0.095870 0.005563 0.101762
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+ pfam20 20 Chl-a 2 Atlantic-North 1084 67 0.302484 -0.436146 0.253607 9.217619 9.535105 5.291088 5.468251 0.889699 0.225721 -0.081889 0.202364
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+ pfam20 20 POC 2 Atlantic-North 1084 67 0.737061 -0.410961 0.889326 475.611484 308.565369 282.689533 188.778315 0.769370 0.149323 7.560300 0.162539
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+ pfam20 20 NFLH 2 Atlantic-North 1084 67 -1.027992 -0.664689 -0.454443 0.063525 0.053797 0.045506 0.039065 0.842711 0.098673 0.005725 0.104817
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+ pfam20 20 Chl-a 3 Pacific-South 1007 144 0.911567 -0.060159 0.915107 0.777046 0.761335 0.202291 0.210475 1.012256 0.025090 -0.054425 0.024186
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+ pfam20 20 POC 3 Pacific-South 1007 144 0.417865 -0.025017 0.417058 273.721261 273.910716 54.684219 52.847327 0.997584 0.014569 -4.044013 0.014394
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+ pfam20 20 NFLH 3 Pacific-South 1007 144 0.824261 0.080695 0.821117 0.025535 0.025762 0.015568 0.018964 0.841218 0.112542 0.004748 0.117998
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+ pfam20 20 Chl-a 4 Pacific-Mid 965 186 0.043999 -81.691164 0.219001 0.145019 0.131075 0.133343 0.116111 1.006766 0.002026 -0.022055 0.002008
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+ pfam20 20 POC 4 Pacific-Mid 965 186 0.682584 -31.146860 0.829817 13.260955 9.709980 11.473530 6.928203 0.981479 -0.002242 -3.952816 -0.002280
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+ pfam20 20 NFLH 4 Pacific-Mid 965 186 0.600042 -0.928035 0.570001 0.025351 0.026286 0.019906 0.020936 0.859857 0.107587 0.003615 0.111207
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+ pfam20 20 Chl-a 5 Pacific-North 1049 102 0.399562 -0.051803 0.398463 4.413446 4.417485 1.361316 1.366050 1.003518 -0.017568 0.019983 -0.017205
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+ pfam20 20 POC 5 Pacific-North 1049 102 0.498910 -0.067630 0.486223 591.362440 598.801905 182.963344 183.842220 0.947194 0.050890 1.296878 0.050987
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+ pfam20 20 NFLH 5 Pacific-North 1049 102 0.738689 -0.002543 0.652534 0.059627 0.068757 0.034601 0.041478 0.817544 0.101621 0.007451 0.110558
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+ pfam20 20 Chl-a 6 Mediterranean 1024 127 0.956066 -7.916853 0.935746 0.135396 0.163740 0.065909 0.079320 1.048443 -0.040327 -0.011426 -0.037039
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+ pfam20 20 POC 6 Mediterranean 1024 127 0.925750 -4.357169 0.791095 19.539750 32.775223 12.734556 25.876052 0.958562 -0.095017 25.139136 -0.090185
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+ pfam20 20 NFLH 6 Mediterranean 1024 127 0.308661 -0.832199 0.201223 0.032297 0.034716 0.025920 0.029446 0.872951 0.089650 0.004486 0.093133
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+ pfam20 20 Chl-a 7 Indian+RedSea 988 163 -0.695939 -16.033290 -0.771098 0.911450 0.931427 0.343147 0.336412 1.026566 -0.008700 -0.030357 -0.008404
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+ pfam20 20 POC 7 Indian+RedSea 988 163 0.829848 -3.525902 0.652494 45.546714 65.090708 28.674678 31.826731 0.977356 0.224536 -37.033159 0.186819
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+ pfam20 20 NFLH 7 Indian+RedSea 988 163 0.497041 0.091151 0.518694 0.042679 0.041750 0.031676 0.030038 0.836576 0.084925 0.007607 0.092160
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+ pfam20 20 Chl-a 8 Arctic+Southern 1085 66 -2.663720 -13.064126 -2.839799 1.039775 1.064467 0.607265 0.628507 1.027398 0.010369 -0.055171 0.009992
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+ pfam20 20 POC 8 Arctic+Southern 1085 66 0.274115 -5.411493 0.245643 44.496671 45.360957 31.848193 33.139847 0.942595 0.128313 -15.111931 0.119817
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+ pfam20 20 NFLH 8 Arctic+Southern 1085 66 0.014627 -0.115885 0.041766 0.064729 0.063831 0.040542 0.039591 0.856136 0.074804 0.006550 0.080354
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+ pfam32 32 Chl-a 0 Atlantic-South 977 174 0.912325 -1.741257 0.911218 0.322169 0.324196 0.135733 0.139617 0.995583 0.016764 -0.019570 0.016560
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+ pfam32 32 POC 0 Atlantic-South 977 174 0.957287 -8.349089 0.868397 18.781281 32.966954 10.758926 29.006775 1.208234 0.027047 -48.953648 0.021896
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+ pfam32 32 NFLH 0 Atlantic-South 977 174 0.677600 0.001705 0.626976 0.045937 0.049413 0.017276 0.021256 0.825043 0.116265 0.005565 0.123514
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+ pfam32 32 Chl-a 1 Atlantic-Mid 1029 122 0.545930 -0.269852 0.578627 3.046185 2.934463 1.201470 1.121520 1.069663 -0.002718 -0.051886 -0.002534
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+ pfam32 32 POC 1 Atlantic-Mid 1029 122 0.350799 -0.589994 0.375620 249.156260 244.346747 132.576834 139.477430 0.955654 0.104149 -17.764829 0.098272
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+ pfam32 32 NFLH 1 Atlantic-Mid 1029 122 0.862654 -0.067337 0.866619 0.033179 0.032697 0.023381 0.023865 0.845749 0.094899 0.005597 0.100887
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+ pfam32 32 Chl-a 2 Atlantic-North 1084 67 0.302484 -0.513421 0.245738 9.217619 9.585238 5.291088 5.459666 0.898496 0.134821 -0.011994 0.130474
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+ pfam32 32 POC 2 Atlantic-North 1084 67 0.737061 -0.551013 0.893176 475.611484 303.151007 282.689533 189.425224 0.759134 0.202934 0.672394 0.210935
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+ pfam32 32 NFLH 2 Atlantic-North 1084 67 -1.027992 -0.513013 -0.405910 0.063525 0.052892 0.045506 0.037705 0.839653 0.112622 0.004657 0.118267
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+ pfam32 32 Chl-a 3 Pacific-South 1007 144 0.911567 -0.295836 0.916078 0.777046 0.756970 0.202291 0.222020 1.022201 -0.035957 0.023616 -0.033981
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+ pfam32 32 POC 3 Pacific-South 1007 144 0.417865 0.028384 0.418222 273.721261 273.637118 54.684219 51.744974 0.986768 0.064476 -12.242703 0.061333
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+ pfam32 32 NFLH 3 Pacific-South 1007 144 0.824261 0.127898 0.822123 0.025535 0.025690 0.015568 0.018991 0.844436 0.095674 0.005994 0.101769
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+ pfam32 32 Chl-a 4 Pacific-Mid 965 186 0.043999 -67.728341 0.141728 0.145019 0.137407 0.133343 0.121403 1.010651 -0.016046 0.002460 -0.015629
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+ pfam32 32 POC 4 Pacific-Mid 965 186 0.682584 -19.798821 0.682701 13.260955 13.258493 11.473530 10.547374 0.960996 0.126224 -26.980275 0.116098
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+ pfam32 32 NFLH 4 Pacific-Mid 965 186 0.600042 -0.845097 0.552298 0.025351 0.026821 0.019906 0.021306 0.855667 0.116436 0.003076 0.119777
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+ pfam32 32 Chl-a 5 Pacific-North 1049 102 0.399562 -0.038899 0.397850 4.413446 4.419735 1.361316 1.367828 1.005352 -0.022964 0.025158 -0.022332
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+ pfam32 32 POC 5 Pacific-North 1049 102 0.498910 -0.043046 0.483895 591.362440 600.156917 182.963344 182.651457 0.942116 0.070965 -1.174889 0.070049
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+ pfam32 32 NFLH 5 Pacific-North 1049 102 0.738689 0.076908 0.651812 0.059627 0.068829 0.034601 0.040887 0.807826 0.109580 0.007527 0.119445
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+ pfam32 32 Chl-a 6 Mediterranean 1024 127 0.956066 -5.317642 0.912277 0.135396 0.191322 0.065909 0.091891 1.053040 -0.060491 0.008175 -0.054324
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+ pfam32 32 POC 6 Mediterranean 1024 127 0.925750 -18.682118 0.908714 19.539750 21.665735 12.734556 14.561676 0.940986 0.047946 0.405802 0.048483
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+ pfam32 32 NFLH 6 Mediterranean 1024 127 0.308661 -1.555212 0.189718 0.032297 0.034966 0.025920 0.029719 0.865542 0.098301 0.004124 0.101988
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+ pfam32 32 Chl-a 7 Indian+RedSea 988 163 -0.695939 -8.701702 -0.783721 0.911450 0.934741 0.343147 0.329481 1.023594 0.007925 -0.053179 0.007683
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+ pfam32 32 POC 7 Indian+RedSea 988 163 0.829848 -2.911603 -0.000179 45.546714 110.427462 28.674678 67.185448 0.930272 0.497484 -83.480294 0.348438
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+ pfam32 32 NFLH 7 Indian+RedSea 988 163 0.497041 0.000199 0.520352 0.042679 0.041678 0.031676 0.030102 0.834022 0.086597 0.007575 0.094064
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+ pfam32 32 Chl-a 8 Arctic+Southern 1085 66 -2.663720 -16.885642 -2.818922 1.039775 1.061569 0.607265 0.634930 1.032303 -0.009021 -0.033138 -0.008663
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+ pfam32 32 POC 8 Arctic+Southern 1085 66 0.274115 -4.271331 0.137123 44.496671 48.514101 31.848193 36.425743 0.940742 0.169513 -22.108799 0.152679
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+ pfam32 32 NFLH 8 Arctic+Southern 1085 66 0.014627 -0.258768 0.048912 0.064729 0.063593 0.040542 0.039920 0.851127 0.084413 0.006110 0.090229
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+ pfam64 64 Chl-a 0 Atlantic-South 977 174 0.912325 -2.615791 0.910276 0.322169 0.325912 0.135733 0.141455 0.995007 0.021616 -0.028025 0.021262
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+ pfam64 64 POC 0 Atlantic-South 977 174 0.957287 -8.607046 0.872068 18.781281 32.503966 10.758926 28.676124 1.211730 0.010453 -46.346118 0.008553
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+ pfam64 64 NFLH 0 Atlantic-South 977 174 0.677600 -0.012768 0.624150 0.045937 0.049599 0.017276 0.021758 0.823778 0.110793 0.006059 0.118549
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+ pfam64 64 Chl-a 1 Atlantic-Mid 1029 122 0.545930 -0.164476 0.578868 3.046185 2.933622 1.201470 1.128996 1.063507 0.025705 -0.082614 0.023599
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+ pfam64 64 POC 1 Atlantic-Mid 1029 122 0.350799 -1.530888 0.356653 249.156260 248.030315 132.576834 147.588900 0.952473 0.129278 -21.220739 0.119508
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+ pfam64 64 NFLH 1 Atlantic-Mid 1029 122 0.862654 -0.100470 0.866672 0.033179 0.032690 0.023381 0.023934 0.851933 0.074177 0.006881 0.080095
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+ pfam64 64 Chl-a 2 Atlantic-North 1084 67 0.302484 -0.505979 0.226280 9.217619 9.708084 5.291088 5.568890 0.864559 0.312882 -0.168793 0.265731
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+ pfam64 64 POC 2 Atlantic-North 1084 67 0.737061 -0.460184 0.900569 475.611484 292.472874 282.689533 182.350359 0.747313 0.297156 -11.761975 0.284504
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+ pfam64 64 NFLH 2 Atlantic-North 1084 67 -1.027992 -0.252928 -0.384055 0.063525 0.052479 0.045506 0.037896 0.844210 0.087535 0.006448 0.093947
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+ pfam64 64 Chl-a 3 Pacific-South 1007 144 0.911567 -0.139684 0.915597 0.777046 0.759135 0.202291 0.206671 1.014866 0.005352 -0.028802 0.005246
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+ pfam64 64 POC 3 Pacific-South 1007 144 0.417865 -0.069433 0.415996 273.721261 274.160132 54.684219 51.192591 0.985359 0.068835 -12.930743 0.065296
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+ pfam64 64 NFLH 3 Pacific-South 1007 144 0.824261 0.145734 0.823530 0.025535 0.025588 0.015568 0.018630 0.845230 0.092755 0.006085 0.098888
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+ pfam64 64 Chl-a 4 Pacific-Mid 965 186 0.043999 -73.778946 0.264271 0.145019 0.127220 0.133343 0.111380 1.003324 0.018205 -0.045154 0.017822
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+ pfam64 64 POC 4 Pacific-Mid 965 186 0.682584 -32.339327 0.637061 13.260955 14.180029 11.473530 10.995629 0.968323 0.123143 -27.568962 0.112823
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+ pfam64 64 Chl-a 5 Pacific-North 1049 102 0.399562 -0.085237 0.400962 4.413446 4.408301 1.361316 1.360207 0.997602 0.004714 -0.002579 0.004703
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+ pfam64 64 POC 5 Pacific-North 1049 102 0.498910 -0.091370 0.473894 591.362440 605.944323 182.963344 189.686117 0.922283 0.138151 -10.144170 0.130278
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+ pfam64 64 Chl-a 6 Mediterranean 1024 127 0.956066 -16.641886 0.915581 0.135396 0.187684 0.065909 0.083856 1.044539 -0.031451 -0.020203 -0.029229
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+ pfam64 64 POC 6 Mediterranean 1024 127 0.925750 -30.176205 0.863710 19.539750 26.473008 12.734556 14.958225 0.936683 0.059621 -0.943843 0.059842
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+ pfam64 64 NFLH 6 Mediterranean 1024 127 0.308661 -1.963127 0.173596 0.032297 0.035312 0.025920 0.030168 0.872842 0.080995 0.005123 0.084915
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+ pfam64 64 Chl-a 8 Arctic+Southern 1085 66 -2.663720 -20.009909 -2.821512 1.039775 1.061929 0.607265 0.623878 1.026337 0.015032 -0.061598 0.014435
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+ pfam64 64 POC 8 Arctic+Southern 1085 66 0.274115 -18.438637 -0.405373 44.496671 61.914087 31.848193 41.490922 0.933869 0.185201 -24.751583 0.165495
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+ pfam64 64 NFLH 8 Arctic+Southern 1085 66 0.014627 -0.704003 0.032357 0.064729 0.064144 0.040542 0.040379 0.850424 0.087900 0.005866 0.093678