Lifelong benchmarks: efficient model evaluation in an era of rapid progress by Prabhu, A, Udandarao, V, Torr, PHS, Bethge, M, Bibi, A, Albanie, S

Pre-training concept frequency is predictive of CLIP zero-shot performance by Udandarao, V, Prabhu, A, Torr, PHS, Bibi, A, Albanie, S, Bethge, M

No "zero-shot" without exponential data: pretraining concept frequency determines multimodal model performance by Udandarao, V, Prabhu, A, Ghosh, A, Sharma, Y, Torr, PHS, Bibi, A, Albanie, S, Bethge, M

Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing by Bridle, S, Balan, S, Bethge, M, Gentile, M, Harmeling, S, Heymans, C, Hirsch, M, Hosseini, R, Jarvis, M, Kirk, D, Kitching, T, Kuijken, K, Lewis, A, Paulin-Henriksson, S, Scholkopf, B, Velander, M, Voigt, L, Witherick, D, Amara, A, Bernstein, G, Courbin, F, Gill, M, Heavens, A, Mandelbaum, R, Massey, R

Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook by Kitching, T, Balan, S, Bernstein, G, Bethge, M, Bridle, S, Courbin, F, Gentile, M, Heavens, A, Hirsch, M, Hosseini, R, Kiessling, A, Amara, A, Kirk, D, Kuijken, K, Mandelbaum, R, Moghaddam, B, Nurbaeva, G, Paulin-Henriksson, S, Rassat, A, Rhodes, J, Schölkopf, B, Shawe-Taylor, J, Gill, M, Shmakova, M, Taylor, A