diff --git a/docs/source/getting_started/benchmarks.rst b/docs/source/getting_started/benchmarks.rst
index 299611c9f..e25d45217 100644
--- a/docs/source/getting_started/benchmarks.rst
+++ b/docs/source/getting_started/benchmarks.rst
@@ -29,15 +29,15 @@ Evaluation settings are based on the following papers:
   :widths: 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20
 
   "BarlowTwins", "Res50", "256", "100", "62.9", "84.3", "72.6", "90.9", "45.6", "73.9", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_barlowtwins_2023-08-18_00-11-03/pretrain/version_0/events.out.tfevents.1692310273.Machine2.569794.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_barlowtwins_2023-08-18_00-11-03/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
-  "BYOL", "Res50", "256", "100", "62.5", "85.0", "74.5", "92.0", "46.0", "74.8", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/events.out.tfevents.1707923418.Machine2.3205.0>_`", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
+  "BYOL", "Res50", "256", "100", "62.5", "85.0", "74.5", "92.0", "46.0", "74.8", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/events.out.tfevents.1707923418.Machine2.3205.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
   "DINO", "Res50", "128", "100", "68.2", "87.9", "72.5", "90.8", "49.9", "78.7", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dino_2023-06-06_13-59-48/pretrain/version_0/events.out.tfevents.1686052799.Machine2.482599.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dino_2023-06-06_13-59-48/pretrain/version_0/checkpoints/epoch%3D99-step%3D1000900.ckpt>`_"
-  "MAE", "ViT-B/16", "256", "100", "46.0", "70.2", "81.3", "95.5", "11.2", "24.5", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/events.out.tfevents.1708887459.Machine2.1092409.0>_`", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
-  "MoCoV2", "Res50", "256", "100", "61.5", "84.1", "74.3", "91.9", "41.8", "72.2", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/events.out.tfevents.1708248562.Machine2.439033.0>_`", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
+  "MAE", "ViT-B/16", "256", "100", "46.0", "70.2", "81.3", "95.5", "11.2", "24.5", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/events.out.tfevents.1708887459.Machine2.1092409.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
+  "MoCoV2", "Res50", "256", "100", "61.5", "84.1", "74.3", "91.9", "41.8", "72.2", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/events.out.tfevents.1708248562.Machine2.439033.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
   "SimCLR*", "Res50", "256", "100", "63.2", "85.2", "73.9", "91.9", "44.8", "73.9", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_simclr_2023-06-22_09-11-13/pretrain/version_0/events.out.tfevents.1687417883.Machine2.33270.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_simclr_2023-06-22_09-11-13/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
   "SimCLR* + DCL", "Res50", "256", "100", "65.1", "86.2", "73.5", "91.7", "49.6", "77.5", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dcl_2023-07-04_16-51-40/pretrain/version_0/events.out.tfevents.1688482310.Machine2.247807.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dcl_2023-07-04_16-51-40/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
   "SimCLR* + DCLW", "Res50", "256", "100", "64.5", "86.0", "73.2", "91.5", "48.5", "76.8", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dclw_2023-07-07_14-57-13/pretrain/version_0/events.out.tfevents.1688734645.Machine2.3176.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dclw_2023-07-07_14-57-13/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
   "SwAV", "Res50", "256", "100", "67.2", "88.1", "75.4", "92.7", "49.5", "78.6", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_swav_2023-05-25_08-29-14/pretrain/version_0/events.out.tfevents.1684996168.Machine2.1445108.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_swav_2023-05-25_08-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
-  "TiCo", "Res50", "256", "100", "49.7", "74.4", "72.7", "90.9", "26.6", "53.6", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/events.out.tfevents.1704649265.Machine2.1604956.0>_`", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/checkpoints/epoch%3D99-step%3D250200.ckpt>`_"
+  "TiCo", "Res50", "256", "100", "49.7", "74.4", "72.7", "90.9", "26.6", "53.6", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/events.out.tfevents.1704649265.Machine2.1604956.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/checkpoints/epoch%3D99-step%3D250200.ckpt>`_"
   "VICReg", "Res50", "256", "100", "63.0", "85.4", "73.7", "91.9", "46.3", "75.2", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_vicreg_2023-09-11_10-53-08/pretrain/version_0/events.out.tfevents.1694422401.Machine2.556563.0>`_", "`link <https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_vicreg_2023-09-11_10-53-08/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt>`_"
 
 *\*We use square root learning rate scaling instead of linear scaling as it yields better results for smaller batch sizes. See Appendix B.1 in the SimCLR paper.*