MG
Marcel van Gerven
cs.LGneurosciencestat.MLq-bio.NCcs.AIModels, Neurologicalcs.CVNeural Networks, Computercs.NEBrain Mapping
On Valency
published · living versionsW_tmue5843·v1 · currentpublished
An Educated Guess: Deriving Statistically Aligned Gradient Estimates for Zeroth-Order Optimisation
with Justus Huebotter, Serge Thill, Nasir Ahmad
1 version
Preprints & journals
219 papers in the corpus · 2006–2026When Does Unsupervised Learning Succeed or Fail? A PoS Perspective on Reconstruction-Based Anomaly Detection2609.28832v1 · Mehmet Yamac, Yagmur Mustu, Muhammad Numan Yousaf et al.2026 · 0 citationsarXiv
Bearings: Self-Supervised Soundfield Embeddings from First-Order Ambisonics2609.23152v1 · Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden2026 · 0 citationsarXiv
EquiSELD: Efficient training of equivariant sound event localization and detection networks2609.23156v1 · Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden2026 · 0 citationsarXiv
Brain alignment in deep neural networks emerges early and independently of object classification10.64898/2026.08.18.745511v1 · Scholte, H. S., Müller, N., Smidi, J. et al.2026 · 1 citationbioRxiv
Spiking neurons as predictive controllers of linear systems.42424433 · Agliati, Paolo, Urbano, André, Lanillos, Pablo et al.2026 · 1 citationPLoS computational biology. 2026;22(7):e1014432
Tuning Agent-Based Predator-Prey Models Toward Lotka-Volterra Dynamics2606.13639v1 · Corinna Mandl, Siddharth Chaturvedi, Marcel van Gerven2026 · 0 citationsFrom Animals to Animats 18, 2026
Feasibility of Time-Domain DNN-Based Speech Enhancement on Embedded FPGA for Hearing Aids2606.04221v2 · Feyisayo Olalere, Umut Altin, Kiki van der Heijden et al.2026 · 0 citationsarXiv
Axiomatizing Neural Networks via Pursuit of Subspaces2605.20534v1 · Mehmet Yamac, Mert Duman, Ugur Akpinar et al.2026 · 0 citationsarXiv
Evolving Layer-Specific Scalar Functions for Hardware-Aware Transformer Adaptation2605.14047v3 · Kieran Carrigg, Sigur de Vries, Amirhossein Sadough et al.2026 · 0 citationsarXiv
Hidden States as Value Gradients: The Pontryagin Structure of Recurrent Policies2605.05373v3 · David Leeftink, Max Hinne, Marcel van Gerven2026 · 0 citationsarXiv
Generative modeling of clinical time series via latent stochastic differential equations.42000010 · Aslanimoghanloo, Muhammad, ElGazzar, Ahmed, van Gerven, Marcel2026 · 0 citationsJournal of biomedical informatics. 2026;179:105043
Probabilistic Prediction of Neural Dynamics via Autoregressive Flow Matching2604.11178v1 · Nicole Rogalla, Yuzhen Qin, Mario Senden et al.2026 · 0 citationsarXiv
Role Differentiation in a Coupled Resource Ecology under Multi-Level Selection2604.00810v1 · Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven2026 · 0 citationsarXiv
Symbolic Discovery of Stochastic Differential Equations with Genetic Programming2603.09597v1 · Sigur de Vries, Sander W. Keemink, Marcel A. J. van Gerven2026 · 0 citationsarXiv
GRAM: Spatial general-purpose audio representations for real-world environments2602.03307v2 · Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden2026 · 0 citationsarXiv
Leveraging spatial cues from cochlear implant microphones to efficiently enhance speech separation in naturalistic listening scenes.41398208 · Olalere, Feyisayo, Heijden, Kiki van der, Stronks, H Christiaan et al.2026 · 1 citationScientific reports. 2025;16(1):2255
Machine learning-based treatment outcome prediction in head and neck cancer using integrated noninvasive diagnostics.41359226 · Yeghaian, Melda, Trebeschi, Stefano, Herrero-Huertas, Marina et al.2026 · 0 citationsInternational journal of computer assisted radiology and surgery. 2026;21(3):483-493
Automated Discovery of Laser Dicing Processes with Bayesian Optimization for Semiconductor Manufacturing2511.23141v1 · David Leeftink, Roman Doll, Heleen Visserman et al.2025 · 0 citationsarXiv
Universal differential equations as a unifying modeling language for neuroscience.41244995 · El-Gazzar, Ahmed, van Gerven, Marcel2025 · 4 citationsFrontiers in computational neuroscience. 2025;19:1677930
A Unified Perspective on Optimization in Machine Learning and Neuroscience: From Gradient Descent to Neural Adaptation2510.18812v1 · Jes'us Garc'ia Fern'andez, Nasir Ahmad, Marcel van Gerven2025 · 0 citationsarXiv
Decorrelation Speeds Up Vision Transformers2510.14657v3 · Kieran Carrigg, Rob van Gastel, Melda Yeghaian et al.2025 · 0 citationsarXiv
Emergence of Internal State-Modulated Swarming in Multi-Agent Patch Foraging System2510.18886v2 · Siddharth Chaturvedi, Ahmed EL-Gazzar, Marcel van Gerven2025 · 0 citationsarXiv
WavJEPA: Semantic learning unlocks robust audio foundation models for raw waveforms2509.23238v3 · Goksenin Yuksel, Pierre Guetschel, Michael Tangermann et al.2025 · 0 citationsarXiv
Neuromorphic Intelligence2509.11940v4 · Marcel van Gerven2025 · 0 citationsarXiv
Spiking Neural Networks for Continuous Control via End-to-End Model-Based Learning2509.05356v3 · Justus Huebotter, Pablo Lanillos, Marcel van Gerven et al.2025 · 6 citationsarXiv
ABMax: A JAX-based Agent-based Modeling Framework2508.16508v3 · Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven2025 · 0 citationsarXiv
Bayesian optimization of cortical neuroprosthetic vision using perceptual feedback.40602416 · Küçükoğlu, Burcu, Soo, Leili, Leeftink, David et al.2025 · 5 citationsJournal of neural engineering. 2025;22(4)
End-to-end learning of safe stimulation parameters for cortical neuroprosthetic vision.40578385 · Küçükoğlu, Burcu, Rueckauer, Bodo, de Ruyter van Steveninck, Jaap et al.2025 · 5 citationsJournal of neural engineering. 2025;22(4)
Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series2507.07559v1 · Amirhossein Sadough, Mahyar Shahsavari, Mark Wijtvliet et al.2025 · 0 citationsarXiv
GRAM: Spatial general-purpose audio representation models for real-world applications2506.00934v5 · Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden2025 · 0 citationsarXiv
Multimodal integration of longitudinal noninvasive diagnostics for survival prediction in immunotherapy using deep learning.40418276 · Yeghaian, Melda, Bodalal, Zuhir, van den Broek, Daan et al.2025 · 15 citationsJournal of the American Medical Informatics Association : JAMIA. 2025;32(8):1267-1275
Noise-based reward-modulated learning2503.23972v4 · Jes'us Garc'ia Fern'andez, Nasir Ahmad, Marcel van Gerven2025 · 0 citationsarXiv
Point-SPV: end-to-end enhancement of object recognition in simulated prosthetic vision using synthetic viewing points.40196449 · Nejad, Ashkan, Küçükoǧlu, Burcu, de Ruyter van Steveninck, Jaap et al.2025 · 2 citationsFrontiers in human neuroscience. 2025;19:1549698
Probabilistic Forecasting via Autoregressive Flow Matching2503.10375v2 · Ahmed ElGazzar, Marcel van Gerven2025 · 0 citationsarXiv
Kozax: Flexible and Scalable Genetic Programming in JAX2502.03047v2 · Sigur de Vries, Sander W. Keemink, Marcel A. J. van Gerven2025 · 2 citationsarXiv
Decorrelated Soft Actor-Critic for Efficient Deep Reinforcement Learning2501.19133v1 · Burcu Kucukoglu, Sander Dalm, Marcel van Gerven2025 · 0 citationsarXiv
Leveraging Spatial Cues from Cochlear Implant Microphones to Efficiently Enhance Speech Separation in Real-World Listening Scenes2501.14610v1 · Feyisayo Olalere, Kiki van der Heijden, Christiaan H. Stronks et al.2025 · 0 citationsarXiv
Neural encoding with affine feature response transforms2501.03741v1 · Lynn Le, Nils Kimman, Thirza Dado et al.2025 · 0 citationsarXiv
Inverse receptive field attention for naturalistic image reconstruction from the brain2501.03051v1 · Lynn Le, Thirza Dado, Katja Seeliger et al.2025 · 0 citationsarXiv
Ornstein-Uhlenbeck Adaptation as a Mechanism for Learning in Brains and Machines.39766754 · García Fernández, Jesús, Ahmad, Nasir, van Gerven, Marcel2025 · 4 citationsEntropy (Basel, Switzerland). 2024;26(12)
Noise-based Local Learning using Stochastic Magnetic Tunnel Junctions2412.12783v3 · Kees Koenders, Leo Schnitzpan, Fabian Kammerbauer et al.2024 · 2 citationsPhys. Rev. Applied 23, 054035, 2025
Fractional Order Distributed Optimization2412.02546v1 · Andrei Lixandru, Marcel van Gerven, Sergio Pequito2024 · 0 citationsarXiv
Generative Modeling of Neural Dynamics via Latent Stochastic Differential Equations2412.12112v3 · Ahmed ElGazzar, Marcel van Gerven2024 · 2 citationsarXiv
Modeling and Detection of Critical Slowing Down in Epileptic Dynamics2411.06808v1 · Yuzhen Qin, Marcel van Gerven2024 · 1 citationarXiv
Corrigendum: Gradient-free training of recurrent neural networks using random perturbations.39564528 · Fernández, Jesús García, Keemink, Sander, van Gerven, Marcel2024 · 1 citationFrontiers in neuroscience. 2024;18:1511916
Oscillations in an artificial neural network convert competing inputs into a temporal code.39259769 · Duecker, Katharina, Idiart, Marco, van Gerven, Marcel et al.2024 · 8 citationsPLoS computational biology. 2024;20(9):e1012429
Foragax: An Agent-Based Modelling Framework Based on JAX2409.06345v4 · Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven2024 · 0 citationsarXiv
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs2408.12978v1 · Marzieh Hassanshahi Varposhti, Mahyar Shahsavari, Marcel van Gerven2024 · 0 citationsarXiv
Vibrational Control of Complex Networks2408.08263v2 · Yuzhen Qin, Fabio Pasqualetti, Danielle S. Bassett et al.2024 · 1 citationarXiv
Gradient-free training of recurrent neural networks using random perturbations.39050673 · Fernández, Jesús García, Keemink, Sander, van Gerven, Marcel2024 · 10 citationsFrontiers in neuroscience. 2024;18:1439155
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