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The Nasreddin Hodja Principle and the Mathematics of Deep Learning [From the Editor]
You may have noticed that our magazine covers have been venturing beyond the customary look of a technical publication. I hope this shift has been enjoyable for you to see. I confess that I’ve been enjoying it myself, particularly the process of selecting the images and shaping the final composition. It has been an engaging experience exploring the possibilities and connections between the ideas we wish to highlight and images drawn from the natural world.
Rapture of the Deep: Highs and lows of sparsity in a world of depths
Abstract: Promoting sparsity in deep networks is a natural way to control their complexity, and it is a timely endeavor since practical neural model…
Read moreGuest Editorial for Part 1 of the Special Issue on the Mathematics of Deep Learning [From the Guest Editors]
Signal processing (SP), in its essence, aims to extract useful information out of noisy and incomplete physical measurements. Classically, one might exploit known mathematical models of these measured signals, e.g., harmonics of a musical instrument or physics of a medical imaging device. Modern deep learning (DL) shares a similar goal, namely, to extract useful information out of complex high-dimensional observations, but in contrast, it replaces known physical models with vast datasets, signaling a transition from model-based to data-based algorithms.
Continual Learning Through the Lens of Adaptive Filtering: A mathematical tutorial
Abstract: Continual learning refers to the problem of learning multiple tasks presented sequentially to the learner without forgetting previously…
Read moreJanuary 2026
Deploying AI for Signal Processing Education: Selected Challenges and Intriguing Opportunities
Abstract: Powerful artificial intelligence (AI) tools that have emerged in recent years—including large language models (LLMs), automated coding…
Read morePagination
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