Veranstaltungen
Veranstaltungen der Fakultät für Mathematik
From Mathematical Foundations to Reliable and Sustainable AI, als mathkol
Termin
30.04.2025, Vortrag wird verschoben! -
Veranstaltungsort
Mathematikgebäude, Hörsaal E29
Abstract
The new wave of artificial intelligence is impacting industry, public life, and the sciences in an unprecedented manner. However, one current major drawback is the lack of reliability as well as the enormous energy consumption of AI systems.
In this talk we will take a mathematical viewpoint towards this problem, showing the power of such approaches in the field of AI. We will first provide an introduction into this vibrant research area. We will then discuss key mathematical research directions toward reliability of AI and survey some results on, in particular, performance guarantees as well as explainability. This is followed by a discussion of fundamental limitations also in terms of sustainability. Our mathematical viewpoint will lead us naturally to the necessity of novel (analog) hardware such as neuromorphic computing and the related model of spiking neural networks. We will finish with some very recent mathematical results for spiking neural networks.
In this talk we will take a mathematical viewpoint towards this problem, showing the power of such approaches in the field of AI. We will first provide an introduction into this vibrant research area. We will then discuss key mathematical research directions toward reliability of AI and survey some results on, in particular, performance guarantees as well as explainability. This is followed by a discussion of fundamental limitations also in terms of sustainability. Our mathematical viewpoint will lead us naturally to the necessity of novel (analog) hardware such as neuromorphic computing and the related model of spiking neural networks. We will finish with some very recent mathematical results for spiking neural networks.
Hauptthema
Mathematisches Kolloquium: Einblicke in die Wunder und Schönheit der Mathematik
Hinweis
Im Sommersemester 2025 sind weitere Vorträge im Mathematischen Kolloquium vorgesehen. Sie finden jeweils am Mittwochnachmittag statt.
Der Vortrag muss krankheitsbedingt leider verschoben werden. Ein neuer Termin wird rechtzeitig bekanntgegeben.
Der Vortrag muss krankheitsbedingt leider verschoben werden. Ein neuer Termin wird rechtzeitig bekanntgegeben.
Vortragende(r)
Gitta Kutyniok
Herkunft der/des Vortragenden
Ludwig-Maximilians-Universität München
Weiterführende Informationen
Weiterführende Informationen finden Sie HIER. Achtung hierbei kann es sich um eine externe Verlinkung handeln. Trotz sorgfältiger Prüfung übernimmt die Fakultät keinerlei Verantwortung für externe Inhalte!
PDF zur Veranstaltung HIER herunterladen
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