Photonics seminars

Florian Marquardt surveys approaches to reducing the energy and computational cost of neural networks by implementing their functions in physical devices. The central question is how experiments can efficiently determine updates to adjustable parameters, allowing the hardware itself to learn. Examples include learning through time reversal, obtaining nonlinear computation from linear optical scattering, and training analog quantum simulators as neuromorphic systems. The seminar is available in person and through the registration link on the organizer’s event page.

Anne L’Huillier, Pierre Agostini and Ferenc Krausz explain how light pulses became short enough to resolve electron dynamics. The lectures follow the development of high-order harmonics generated when intense laser light interacts with atoms, the formation and characterisation of attosecond pulse trains, and the isolation of individual attosecond pulses. These experimental advances provide complementary ways to probe processes that occur too rapidly for earlier optical techniques. The programme connects the physical mechanisms of pulse generation with the measurement of subatomic motion and the research possibilities created by access to this timescale, covering the distinct contributions recognised by the 2023 physics prize.