PhD positions in generative modeling using spiking networks F/M

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Update on 15/05/2025

  • Subsidiary :  Audio Inference

  • Contract type:  Temporary contract - 48 months

  • Work time:  Full time

  • Location Martigny

Role Summary

Funded by the Swiss National Science Foundation, the Idiap Research Institute seeks two PhD students to work in the general area of generative modeling using spiking networks.

Spiking networks are neural networks designed with dynamics much closer to biological networks than their conventional counterparts; information is typically represented and communicated as sequences of impulses.

 

The project will follow two related threads: In a first thread, we will investigate the mathematical relationship between spiking and the diffusion that is common for current generative models. In a second thread, we will investigate the interface between the (binary) spikes and the continuous signals normally required for the generative applications.  In general, it being an expertise of the lab, we will use speech synthesis as the application; speech has a natural time dimension that lends itself to spiking approaches, demonstrated by previous work in the lab on speech recognition. ()

Post description

Each candidate should have a masters (or good bachelors) degree in physics, mathematics or engineering.  Computer science may also be appropriate, but be aware that the notions of ordinary and statistical differential equations will be important.  Programming skills will also be important, as will machine learning and statistics.

 

The positions are fully funded for four years, contingent on steady progress, and are expected to lead to a PhD dissertation.  Selected candidates will be enrolled as doctoral students at EPFL, subject to acceptance by the Electrical Engineering Doctoral School (EDEE) (http://phd.epfl.ch/applicants). The anticipated start date is in the autumn of 2025, with salaries according to EPFL standards.

 

Screening of applications will begin on June 1, 2025, and will continue until the positions are filled.

 

About Idiap

Idiap is a research institute of national importance that engages in fundamental research, education and technology transfer in artificial intelligence, machine learning and signal processing. Idiap offers competitive salaries and conditions in a young, high-quality, dynamic, and multicultural environment. Idiap is located in the town of Martigny in Valais, a scenic region in the south of Switzerland, surrounded by the highest mountains of Europe, and offering exceptional quality of life, exciting recreational activities, including hiking, climbing and skiing, as well as varied cultural activities. English is the official working language.

 

At Idiap we place great emphasis on diversity and we know diversity fosters creativity and innovation. We are committed to equality of opportunity, to being fair and inclusive, and to being a place where we all belong. Employment at Idiap is based solely on a person's merit and qualifications. Idiap does not discriminate against any employee or applicant because of race, color, religion, gender, sexual orientation, gender identity/expression, national origin, disability, age, marital status, pregnancy, or any other basis protected by law.

Required languages

  • English English - Level advanced

Réf: 83c37bfd-e716-4c1e-b0a7-b2595aae29f9

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PhD positions in generative modeling using spiking networks F/M

Audio Inference
Temporary contract - 48 months
Full time
Martigny

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