1. Accurate prediction of the particle image velocimetry flow field and rotor thrust using deep learning. (25th May 2022) Authors: Oh, Sehyeok; Lee, Seungcheol; Son, Myeonggyun; Kim, Jooha; Ki, Hyungson Journal: Journal of fluid mechanics Issue: Volume 939(2022) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
2. An analytic theory of shallow networks dynamics for hinge loss classification*This article is an updated version of: Pellegrini F and Biroli G 2020 An analytic theory of shallow networks dynamics for hinge loss classification Advances in Neural Information Processing Systems vol 33 ed H Larochelle, M Ranzato, R Hadsell, M F Balcan and H Lin (New York: Curran Associates) pp 5356–67. (29th December 2021) Authors: Pellegrini, Franco; Biroli, Giulio Journal: Journal of statistical mechanics Issue: (2021:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
3. An analytical theory of curriculum learning in teacher–student networks*This article was also accepted in NeurIPS2022 Proceedings. (1st November 2022) Authors: Saglietti, Luca; Mannelli, Stefano Sarao; Saxe, Andrew Journal: Journal of statistical mechanics Issue: (2022:Nov.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
4. Asymptotic learning curves of kernel methods: empirical data versus teacher–student paradigm. (21st December 2020) Authors: Spigler, Stefano; Geiger, Mario; Wyart, Matthieu Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
5. Belief propagation: accurate marginals or accurate partition function—where is the difference?. (15th December 2020) Authors: Knoll, Christian; Pernkopf, Franz Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
6. Belief propagation: accurate marginals or accurate partition function—where is the difference?. (21st December 2020) Authors: Knoll, Christian; Pernkopf, Franz Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
7. Dynamics of stochastic gradient descent for two-layer neural networks in the teacher–student setup*This article is an updated version of: Goldt S, Advani M S, Saxe A M, Krzakala F and Zdeborova L 2019 Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup Advances in Neural Information Processing Systems pp 6981–91. (16th December 2020) Authors: Goldt, Sebastian; Advani, Madhu S; Saxe, Andrew M; Krzakala, Florent; Zdeborová, Lenka Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
8. Dynamics of stochastic gradient descent for two-layer neural networks in the teacher–student setup*This article is an updated version of: Goldt S, Advani M S, Saxe A M, Krzakala F and Zdeborova L 2019 Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup Advances in Neural Information Processing Systems pp 6981–91. (21st December 2020) Authors: Goldt, Sebastian; Advani, Madhu S; Saxe, Andrew M; Krzakala, Florent; Zdeborová, Lenka Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
9. Generalized approximate survey propagation for high-dimensional estimation*This article is an updated version of: Lucibello C, Saglietti L and Lu Y 2019 Generalized approximate survey propagation for high-dimensional estimation Proc. 36th Int. Conf. on Machine Learning pp 4173--82. (21st December 2020) Authors: Saglietti, Luca; Lu, Yue M; Lucibello, Carlo Journal: Journal of statistical mechanics Issue: (2020:Dec.) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
10. Machine learning as a new frontier in mitral valve surgical strategy. Issue 1 (19th October 2021) Authors: Nedadur, Rashmi; Wang, Bo; Tsang, Wendy Journal: Journal of cardiac surgery Issue: Volume 37:Issue 1(2022) Page Start: 84 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗