Fields Notes Summer/Fall 2019 2 | Page 17

spective WORKSHOPS of invariant solutions and bifurcation phenomena. Since one of the objectives of the workshop (and of the original Thematic Program) was to bridge mathematical analysis and scientific computations, many of the presentations involved elements of both. One important development which has taken place in this field since the time of the original Thematic Program is the emergence of sum-of-squares polynomial optimization as a computationally tractable approach to precisely bounding various quantities in dynamical systems; a day of activity in the workshop was devoted to surveying the state of the art in this field. In addition to the keynote lectures by Sergei Chernyshenko, Carlo Cossu, Colm-cille Caulfield, and Vera Mikyoung Hur, a highlight of the workshop was the public lecture delivered to an audience of over 50 attendees by Javier Jiménez from the Polytechnic University of Madrid. Titled Should we trust robot scientists?, the lecture challenged the audience to reflect on how the role that computers and computation play in scientific discovery has changed over the last few decades. The workshop was well attended and the presentations were given by researchers at various career stages. Generous time was reserved for informal conversations, which were very lively. There was consensus that yet another follow-up event should be planned in the future. The following week, key topics in cold-matter physics and quantum chemistry were represented during a five-day workshop focused on the two areas of study. Several talks explored connecting application domains, with similar mathematical and numerical tools. The talks emphasized that the improvement of the accuracy of mathematical models and the efficiency of numerical schemes can have a tremendous impact on advancing the knowledge of quantum systems. There was a consensus among workshop participants that efficient high-performance computing (HPC) techniques are needed if simulations of systems with a very large number of degrees of freedom are performed. This trend was illustrated by a number of talks presenting a large variety of numerical methods (spectral methods, finite elements, lattice Boltzmann, and so forth). The HPC implementation of numerical methods proved mandatory in various applications, such as the computation of quantum vortices and turbulence in superfluids, determination of electronic structure in materials and molecular-dynamics simulations in chemistry. The promising new trend towards incorporating big data and deep-learning techniques into simulation techniques was shown to be a prevailing theme, introduced in several presentations. The exchange of approaches between a variety of fields was enabled by lively debate. Feedback about the conference was overwhelmingly positive; all the participants, regardless of their experience and seniority, expressed their satisfaction with the workshop and the ideal framework for scientific exchange provided by the Fields Institute. The initiative to gather specialists from quantum physics and quantum chemistry in a workshop fully dedicated to exchanges between these two mathematics communities was unique to the 2016 Thematic Program, and the 2019 retrospective workshops confirmed the value of this method. Such encounters can catalyze the dynamics of these two research fields, which have a strategic importance due to their applications aimed to trigger a technological revolution based on quantum systems.  15