IEEE Signal Processing Magazine

Article	Citations
Calendar [Dates Ahead]	258
Celebrating Technological Breakthroughs and Navigating the Future With Care [From the Editor]	205
SPS Join Now	183
IEEE Foundation filler	176
Scientific Integrity: A Duty for Researchers [From the Editor]	175
Demystifying Encoder–Decoder Neural Networks: Correncoder for Regression via Latent Spaces [Lecture Notes]	168
A Fast Multiplierless Discrete Fourier Transform Approximation by Sparse Factorization Optimization [Tips & Tricks]	162
Socially Intelligent Networks: A framework for decision making over graphs	126
Special Issue on Near-Field Signal Processing: Communications, Sensing, and Imaging	108
In-Band Full-Duplex Multiple-Input Multiple-Output Systems for Simultaneous Communications and Sensing: Challenges, methods, and future perspectives	107
In Memoriam: H. Joel Trussell [In Memoriam]	103
Front Cover	103
Table of Contents	102
SPS Resource	102
What Does a Complex Correlation Coefficient Mean? [Lecture Notes]	92
The Monte-Carlo Sampling Approach to Model Selection: A Primer [Lecture Notes]	82
SPS Social Media	80
Computational Nonsmooth Analysis: Modern applications and recent developments [Special Issue on the Mathematics of Deep Learning]	69
Table of Contents	68
Learning From Crowdsourced Noisy Labels: A signal processing perspective	66
Deep Internal Learning: Deep learning from a single input	64
Sensing in Bistatic ISAC Systems With Clock Asynchronism: A signal processing perspective	53
From Orthogonal Time–Frequency Space to Affine Frequency-Division Multiplexing: A comparative study of next-generation waveforms for integrated sensing and communications in doubly dispersive channels	50
Signal Processing Society Resource Center	48
Table of Contents	44

Applying Signal Processing to Opposite Sides of Imaging: Separate European research projects are focusing on aspects of completely real and entirely fake images [Special Reports]	44
Announcing the New Editor-in-Chief of IEEE Transactions on Multimedia: Yonggang Wen [Society News]	43
ICASSP 2023	41
Sequence Modeling Architectures: Foundations [Special Issue on the Mathematics of Deep Learning]	40
A Trick for Designing Composite Filters With Sharp Transition Bands and Highly Suppressed Stopbands [Tips & Tricks]	38
Incorporating Cross-Ambiguity Function-Based Radar in Wireless Orthogonal Frequency-Division Multiplexing Communication Receivers [Tips & Tricks]	36
Table of Contents	35
Front Cover	35
Signal Processing Social Media	34
In Memoriam: Enders Anthony Robinson [In Memoriam]	33
Masthead	33
ILN - Transformer Architecturess for Mutimodel	32
Physics-Informed Machine Learning for Sound Field Estimation: Fundamentals, state of the art, and challenges	31
A Signal Processing Interpretation of Noise-Reduction Convolutional Neural Networks: Exploring the mathematical formulation of encoding-decoding CNNs	30
From Space-Central to Space-Time Balanced: A Perspective for Moore’s Law 2.0 and a Holistic Paradigm for Emergence [Perspectives]	27
SPS Podcast	27
The Nasreddin Hodja Principle and the Mathematics of Deep Learning [From the Editor]	26
IEEE Fedback	26
On the Convergence, Implicit Bias, and Edge of Stability of Gradient Descent in Deep Learning: Reviewing recent progress [Special Issue on the Mathematics of Deep Learning]	25
Hypercomplex Techniques in Signal and Image Processing Using Network Graph Theory: Identifying core research directions	24
Multimodal Data Fusion in Neuroscience: Promises, challenges, and future directions [Special Issue on Accelerating Brain Discovery Through Data Science and Neurotechnology]	24
Memories From a Historic, Hybrid, Distributed ICASSP [President’s Message]	23
IEEE Open Journal of the Signal Processing	23
Twenty-Five Years of Signal Processing Advances for Multiantenna Communications: From theory to mainstream technology	23
2022 Index IEEE Signal Processing Magazine Vol. 39	21
In Memoriam: Allen Gorin [In Memoriam]	20
Reflections on the Poland Chapter Celebration [President’s Message]	20
Using Language Models to Detect and Reduce Gender Bias in University Forum Messages	20
Masthead	19
SPS Resource Center	18
Special Issue on Model-Based and Data-Driven Audio Signal Processing [From the Guest Editors]	16
IEEE Dataport	16
Tensor Decomposition for Brain Data Characterization: A structured review on prerequisites, models, and constraints	16
Empowering the Growth of Signal Processing: The evolution of the IEEE Signal Processing Society	16
Table of Contents	16
Information Forensics and Security: A quarter-century-long journey	15
Audio Signal Processing in the 21st Century: The important outcomes of the past 25 years	14
Unfolding-Aided Bootstrapped Phase Retrieval in Optical Imaging: Explainable AI reveals new imaging frontiers	14
Twenty-Five Years of Advances in Beamforming: From convex and nonconvex optimization to learning techniques	13
Masthead	13
2023 IEEE Signal Processing Society Awards [Society News]	13
2022 IEEE Signal Processing Society 2022 Election Results for Members-at-Large and Regional Directors-at-Large [Society News]	13
IEEE Signal Processing Society 75th Anniversary	13
IEEE Signal Processing Society: Celebrating 75 Years of Remarkable Achievements [From the Guest Editors]	12
Incipit [President’s Message]	12
IEEE Connecting	11
ICIP 2026	11
Tricks for Designing a Cascade of Infinite Impulse Response Filters With an Almost Linear Phase Response [Tips & Tricks]	11
Brain Connectivity: From network science to tensor models	11
Integrated Sensing and Communications With Reconfigurable Intelligent Surfaces: From signal modeling to processing	10

Simplifying Zero Rotations in Cascaded Integrator-Comb Decimators [Tips & Tricks]	10
Synthetic Image Detection: Highlights from the IEEE Video and Image Processing Cup 2022 Student Competition [SP Competitions]	10
Three More Decades in Array Signal Processing Research: An optimization and structure exploitation perspective	10
SPS Social Media	10
Integrating Sensing and Communications: Simultaneously Transmitting and Reflecting Digital Coding Metasurfaces: A successful convergence of physics and signal processsing	10
Understanding Untrained Deep Models for Inverse Problems [From the Guest Editors]: Algorithms and theory	10
Twenty-Five Years of Sensor Array and Multichannel Signal Processing: A review of progress to date and potential research directions	9
Signal Processing Society Resource Center	9
SPS Resource Center	9
Calendar [Dates Ahead]	9
Signal Processing and Machine Learning Techniques for Terahertz Sensing: An overview	9
Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications	9
Join SPS	9
Front Cover	8
New Online Course - Foundation Models	8
Training Neural Networks at Any Scale: An exposition	7
Seventy Years of Radar and Communications: The road from separation to integration	7
Polynomial Eigenvalue Decomposition for Multichannel Broadband Signal Processing: A mathematical technique offering new insights and solutions	7
Neural Kalman Filters for Acoustic Echo Cancellation: Comparison of deep neural network-based extensions	7
Discriminative and Generative Learning for the Linear Estimation of Random Signals [Lecture Notes]	7
Unveiling Hidden Convexity in Deep Learning: A sparse signal processing perspective [Special Issue on the Mathematics of Deep Learning]	7
Index Modulation for Integrated Sensing and Communications: A signal processing perspective	7
Spectral Graph Theory: The mathematics of self-supervised learning [Special Issue on the Mathematics of Deep Learning]	6
Learn, Denoise, and Discover: A guide to deep denoising with an application to electron microscopy	6
Reaching Out to Members in the Middle East and India [President’s Message]	6
Understanding the Basis of Graph Convolutional Neural Networks via an Intuitive Matched Filtering Approach [Lecture Notes]	6
Artificial Intelligience for Education: A Signal Processing Perspective: Part I: From Active Learning to Mitigating Gender Bias [From The Guest Editors]	6
Representation Learning and Foundation Models for Electroencephalography Analyses: Current trends, fundamental insights, and future directions	6
Microphone Array Signal Processing and Deep Learning for Speech Enhancement: Combining model-based and data-driven approaches to parameter estimation and filtering	6
Neural Target Speech Extraction: An overview	5
Physics-/Model-Based and Data-Driven Methods for Low-Dose Computed Tomography: A survey	5
Table of Contents	5
Wideband Near-Field Integrated Sensing and Communications: A hybrid precoding perspective	5
Table of Contents	5
Super-Resolving a Frequency Band [Tips & Tricks]	4
The SONICOM Project: Artificial Intelligence-Driven Immersive Audio, From Personalization to Modeling [Applications Corner]	4
Masthead	4
Physics-Guided Terahertz Computational Imaging: A tutorial on state-of-the-art techniques	4
Periodograms and the Method of Averaged Periodograms [Lecture Notes]	4
Table of Contents	4
Conference Calendar	4
Rapture of the Deep: Highs and lows of sparsity in a world of depths	4
Table of Contents	4
SPS Advance Your Career	4
Massive Multiple-Input, Multiple-Output: Instantaneous versus statistical channel state information-based power allocation [Lecture Notes]	3
Calendar [Dates Ahead]	3
SPS Scholarship 2025	3
Guest Editorial for Part 1 of the Special Issue on the Mathematics of Deep Learning [From the Guest Editors]	3
Masthead	3
IEEE Open Journal of Signal Processing	3
Think About Making Your Signal Processing Projects Compatible With Sustainable Development [From the Editor]	3
Masthead	3
IEEE Dataport	3
Special Issue on Signal Processing for the Integrated Sensing and Communications Revolution	3
SPS Technical Committee	3
Large Language Models for Education: A survey and outlook	3
New Society Officers Elected and Editor-in-Chief Named [Society News]	3
An Exciting Juncture: The Convergence of Machine Learning and Signal Processing [From the Editor]	3
Signal Processing Society Social Media	3
SPS Social Media	3
Efficient Approximation of the Arctangent Function for Computing Platforms With Limited Hardware Resources [Tips & Tricks]	3
Special Issue on Model-based and Data-Driven Audio Signal Processing	2
Open Journal of Signal Processing	2
An Invitation to Hypercomplex Phase Retrieval: Theory and applications	2
Masthead	2
New Society officers elected [Society News]	2
Split-Quaternions for Perceptual White Balance: A quantum information-based chromatic adaptation transform	2
ICIP 2026	2
Widely Linear Adaptive Filtering Based on Clifford Geometric Algebra: A unified framework	2
Front Cover	2
Quadratic Transform for Fractional Programming in Signal Processing and Machine Learning: A unified approach for solving optimization problems involving ratios	2
Waveforms for Computing Over the Air: A groundbreaking approach that redefines data aggregation	2
Exploring Frontiers of Polar-Domain Codebooks for Near-Field Channel Estimation and Beam Training: A comprehensive analysis, case studies, and implications for 6G	2
SPS Announces the 2023 Class of Distinguished Lecturers and Distinguished Industry Speakers [Society News]	1
TECH RXIV: Share Your Preprint Research with the World!	1
Table of Contents	1
IEEE Feedback	1
Masthead	1
Emerging Brain-to-Content Technologies From Generative AI and Deep Representation Learning [In the Spotlight]	1
Brain Foundation Models: A survey on advancements in neural signal processing and brain discovery	1

IEEE Connects	1
Augmented Statistics of Quaternion Random Variables: A lynchpin of quaternion learning machines	1
Accelerating Tensor Contraction Products via Tensor-Train Decomposition [Tips & Tricks]	1
Explainable Machine Learning: The importance of a system-centric perspective [Lecture Notes]	1
Chapter of the Year and New IEEE Fellows	1
Front Cover	1
IEEE App	1
IEEE Feedback	1
The Truth Is Out There: Cognitive sensing and opportunistic navigation with unknown terrestrial and nonterrestrial signals	1
Multicarrier ISAC: Advances in waveform design, signal processing, and learning under nonidealities	1
Introducing Information Metrics for Statistical Signal Processing [Lecture Notes]	1
Bayesian Deep Learning for Image Reconstruction: From structured sparsity to uncertainty estimation	1
An Overview of Low-Rank Structures in the Training and Adaptation of Large Models: From Implicit Low-Dimensionality to Efficient Training and Fine-Tuning [Special Issue on the Mathematics of Deep Lear	1
2025 IEEE Signal Processing Society Awards [Society News]	1
IEEE Feedback	1
Sub-Nyquist Coherent Imaging Using an Optimizing Multiplexed Sampling Scheme [Tips & Tricks]	1
Masthead	1
SPS Social Media	1
Implementing Moving Average Filters Using Recursion [Tips & Tricks]	1
SPS CEP	1
Table of Contents	1
Networked Signal and Information Processing: Learning by multiagent systems	1
On-Chip Spike Sorting: Developments, challenges, and future directions	1
Front Cover	0
New Society Officer Elected [Society News]	0
IEEE Dataport	0
ICIP 2024	0
A Survey of Artificial Intelligence in Fashion	0
IEEE Signal Processing Society: State of Society [State of Society]	0
Beyond Answers: How large language models can pursue strategic thinking in education	0
Aligning Large Language Models With Human Feedback: Mathematical foundations and algorithm design [Special Issue on the Mathematics of Deep Learning]	0
IEEE ICIP 2025	0
SPS Social Media	0
Calendar [Dates Ahead]	0
Hypercomplex Signal Processing in Digital Twin of the Ocean: Theory and application	0
Beginning a Special Year for Our Society [From the Editor]	0
Open and Reproducible Science: Desirable or Even Mandatory, But Not So Simple! [From the Editor]	0
Lessons From Two Roundtables on Artificial Intelligence and Signal Processing Education: Addressing the emergence of a new era and a new discipline [Special Issue on Artificial Intelligence for Educat	0
Multimedia Signal Processing: A history of the Multimedia Signal Processing Technical Committee	0
Call for Papers: Special Issue on The Mathematics of Deep Learning	0
Fast Computation of the Discrete Fourier Transform Square Index Coefficients	0
An Introduction to Bilevel Optimization: Foundations and applications in signal processing and machine learning	0
Fast and Accurate Linear Fitting for an Incompletely Sampled Gaussian Function With a Long Tail [Tips & Tricks]	0
Signal Processing for Brain–Computer Interfaces: A review and current perspectives	0
Masthead	0
The Discrete Cosine Transform and Its Impact on Visual Compression: Fifty Years From Its Invention [Perspectives]	0
Calendar [Dates Ahead]	0
Election of Regional Directors-at-Large and Members-at-Large [Society News]	0
Embracing Challenges: Teaching in the Age of AI [From The Editor]	0
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging	0
Conference Calendar	0
Artificial Intelligence for Education: A Signal Processing Perspective: Part II: From Human–AI Cocreativity to Educational Equity [From the Guest Editors]	0
On the Concept of Frequency in Signal Processing: A Discussion [Perspectives]	0
SPS Podcast	0
Low-Rank Tensor Decompositions for the Theory of Neural Networks: Understanding deep learning through the lens of tensor formats [Special Issue on the Mathematics of Deep Learning]	0
[Dates Ahead]	0
Front Cover	0
Masthead	0
Table of Contents	0
Deep Learning Meets Sparse Regularization: A signal processing perspective	0
Toward Creating an Inclusive SPS Community [President’s Message]	0
Signal Processing Comes to the Senses: Signal processing is making an impact in taste, sentiment, and touch research [Special Reports]	0
ILN Online Courses	0
Special Issue: Artificial Intelligence for Education: A Signal Processing Perspective	0
Technical Committee Workshop CFP	0
Google	0
ILN Online Course	0
Data Science Education: The Signal Processing Perspective [SP Education]	0
Understanding Vector-Valued Neural Networks and Their Relationship With Real and Hypercomplex-Valued Neural Networks: Incorporating intercorrelation between features into neural networks	0
Editorial for Special Issue on Accelerating Brain Discovery Through Data Science and Neurotechnology: Part 2 [From the Guest Editors]	0
Near-Field Localization and Sensing With Large-Aperture Arrays: From signal modeling to processing	0
Front Cover	0
Table of Contents	0
An Exciting Juncture for Signal Processing Research: On Building Bridges, Challenges, and Opportunities [From the Editor]	0
Call For Papers Special Issue	0
ILN - Transformer Architectures for Multimodal Signal Processing & Decision Making	0
In Celebration: Professor Simon Haykin [In Memoriam]	0
The EXPERIENCE Project: Automatic virtualization of “extended personal reality” through biomedical signal processing and explainable artificial intelligence [Applications Corner]	0
Twenty-Five Years of Evolution in Speech and Language Processing	0
SP Media	0
IEEE App	0
A Signal Processor Teaches Generative Artificial Intelligence [SP Education]	0
Power-Efficient Sampling: Towards low-power analog-to-digital converters	0
SPS Members, You Are All Heirs of Fourier! [From the Editor]	0
Deploying AI for Signal Processing Education: Selected challenges and intriguing opportunities [Special Issue on Artificial Intelligence for Education: A Signal Processing Perspective]	0
How the 1969 IEEE Convention and Exhibition Changed My Life Forever: The story of how a single IEEE event attracted over 60,000 people and gave one young man a lifelong career	0
Starting the Ethics Discussion in Our Community [President’s Message]	0
Physics-Driven Deep Learning Methods for Fast Quantitative Magnetic Resonance Imaging: Performance improvements through integration with deep neural networks	0
IEEE Signal Processing Society 75th Anniversary During ICASSP 2023: Remembering the past, engaging with the present, and building the future [From the Editor]	0
Advance Your Signal Processing Education	0
SPM Is Your Magazine—You Are Both Reader and Author: Contribute to IEEE Signal Processing Magazine [From the Editor]	0
ILN - Transformer Architectures for Multimodal Signal Processing & Decision Making	0
SPS Social Media	0
SPS Resource Center	0
IEEE Feedback	0