Aceituno, Pau Vilimelis and Farinha, Matilde Tristany and Loidl, Reinhard and Grewe, Benjamin F. Learning cortical hierarchies with temporal Hebbian updates, Frontiers in Computational Neuroscience, 2023

Ehret, Benjamin and Boehringer, Roman and Amadei, Elizabeth A. and Cervera, Maria R. and Henning, Christian and Galgali, Aniruddh and Mante, Valerio and Grewe, Benjamin F. Population-level neural correlates of flexible avoidance learning in medial prefrontal cortex, bioRxiv, 2023

Francesco Lässig, Pau Vilimelis Aceituno, Martino Sorbaro, Benjamin Grewe Bio-inspired, task-free continual learning through activity regularization, Biological Cybernetics, 117:(4), 2023

Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin Grewe, Bernhard Schölkopf Homomorphism Autoencoder - Learning Group Structured Representations from Observed Transitions, International Conference on Machine Learning, PMLR 202: 16190-16215, 2023

Lecoq, Jérôme A. and Boehringer, Roman and Grewe, Benjamin F. Deep brain imaging on the move, Nature Methods 495-496, 2023

Lecoq, Jérôme A. and Podgorski, Kaspar and Grewe, Benjamin F. AI to the rescue of voltage imaging, Cell Reports Methods 100505, 2023

Lässig, Francesco and Aceituno, Pau Vilimelis and Sorbaro, Martino and Grewe, Benjamin F. Bio-inspired, task-free continual learning through activity regularization, Biological Cybernetics 345-361, 2023

M. Wilhelm, Y. Sych, A. Fomins, J.L.A. Warren, C. Lewis, L. Serratosa Capdevila, R. Boehringer, E.A. Amadei, B. Grewe, E.C. O’Connor, B.J. Hall and F. Helmchen Striatum-projecting prefrontal cortex neurons support working memory maintenance, Nature Communications, 14:(1) 7016, 2023

Matilde Tristany Farinha, Thomas Ortner, Giorgia Dellaferrera, Benjamin Grewe, Angeliki Pantazi Efficient Biologically Plausible Adversarial Training, ArxiV, 2023

Newsha Ghasemi Nejad, Gwendolyn English, Athina Apostolelli, Nicolas Kopp, Mehmet Fatih Yanik, Wolfger von der Behrens Deviance Distraction and Stimulus-Specific Adaptation in the Somatosensory Cortex Reduce with Experience, The Journal of Neuroscience, 43:(24) 4418-4433, 2023

Alexander Meulemans, Matilde Tristany Farinha, Maria R. Cervera, João Sacramento, Benjamin F. Grewe Minimizing Control for Credit Assignment with Strong Feedback, Proceedings of ICLM, 2022, 2022

Alexander Meulemans, Nicolas Zucchet, Seijin Kobayashi, Johannes von Oswald, João Sacramento The least-control principle for learning at equilibrium, arXiv, 35:, 2022

Elvis Nava, John Z. Zhang, Mike Y. Michelis, Tao Du, Pingchuan Ma, Benjamin F. Grewe, Wojciech Matusik, Robert K. Katzschmann Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models, Proceedings of ICLM, 2022, 2022

Elvis Nava, Seijin Kobayashi, Yifei Yin, Robert K. Katzschmann, Benjamin F Grewe Meta-Learning via Classifier(-free) Guidance, Meta-learning Workshop at NeurIPS 2022, 2022

Francesco Lassig, Pau Vilimelis Aceituno, Martino Sorbaro, Benjamin F. Grewe Online Continual Learning through Target Regularization, Proceedings of the IROS 2022 Workshop Lifelong Learning, 2022

Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin F Grewe, Bernhard Schölkopf Homomorphism Autoencoder --- Learning Group Structured Representations from Interactions, Meta-learning Workshop at NeurIPS 2022, 2022

Jarzebowski, Przemyslaw and Hay, Y. Audrey and Grewe, Benjamin F. and Paulsen, Ole Different encoding of reward location in dorsal and intermediate hippocampus, Current Biology 834-841.e5, 2022

Nicolas Zucchet*, Simon Schug*, Johannes von Oswald*, Dominic Zhao, João Sacramento A contrastive rule for meta-learning, Advances in Neural Information Processing Systems 36 (NeurIPS 2022), 2022

Nicolas Zucchet, João Sacramento Beyond backpropagation: implicit gradients for bilevel optimization, Neural Computation, 2022

Reinhard Loidl, Elisabeth Abs Plasticity in the Olfactory Cortex Is Enabled by Disinhibition of Pyramidal Neuron Apical Dendrites , The Journal of Neuroscience, 2022

Seijin Kobayashi, Pau Vilimelis Aceituno, Johannes Von Oswald Disentangling the Predictive Variance of Deep Ensembles through the Neural Tangent Kernel, Advances in Neural Information Processing Systems, 35:, 2022

Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi Active Learning for Imbalanced Civil Infrastructure Data, Computer Vision Workshop at ECCV 2022, 2022

von der Malsburg, Christoph and Grewe, Benjamin F. and Stadelmann, Thilo Making Sense of the Natural Environment, Proceedings of te KogWis 2022, 2022

Alexander Meulemans, Matilde Tristany Farinha, Javier García Ordóñez, Pau Vilimelis Aceituno, João Sacramento, Benjamin F. Grewe Credit Assignment in Neural Networks through Deep Feedback Control, 35th Conference on Neural Information Processing Systems (NeurIPS), 2021

Benjamin Ehret, Christian Henning, Maria R. Cervera, Alexander Meulemans, Johannes von Oswald, Benjamin F. Grewe Continual Learning in Recurrent Neural Networks, International Conference on Learning Representations, 2021

Christian Henning, Francesco D'Angelo, Benjamin F. Grewe Are Bayesian neural networks intrinsically good at out-of-distribution detection?, arXiv, 2021

Christian Henning, Maria R. Cervera, Francesco D'Angelo, Johannes von Oswald, Regina Traber, Benjamin Ehret, Seijin Kobayashi, Benjamin F. Grewe, João Sacramento Posterior Meta-Replay for Continual Learning, Conference on Neural Information Processing Systems 2021, 2021

David Lindner, Kyle Matoba, Alexander Meulemans Challenges for Using Impact Regularizers to Avoid Negative Side Effects, 35th AAAI Conference on Artificial Intelligence, workshop on Artificial Intelligence Safety, 2021

Francesco D'Angelo, Christian Henning Uncertainty-based out-of-distribution detection requires suitable function space priors, arXiv, 2021

Jakob Jordan, João Sacramento, Willem Wybo, Mihai Petrovici, Walter Senn Learning Bayes-optimal dendritic opinion pooling, arXiv(2104.13238), 2021

Johannes von Oswald*, Dominic Zhao*, Seijin Kobayashi, Simon Schug, Massimo Caccia, Nicolas Zucchet, João Sacramento Learning where to learn: Gradient sparsity in meta and continual learning, Advances in Neural Information Processing Systems 35 (NeurIPS 2021) , 2021

Johannes von Oswald, Seijin Kobayashi, Alexander Meulemans, Christian Henning, Benjamin F. Grewe, Joao Sacramento Neural networks with late-phase weights, International Conference on Learning Representations, 2021

Maria R. Cervera, Rafael Dätwyler, Francesco D'Angelo, Hamza Keurti, Benjamin F. Grewe, Christian Henning Uncertainty estimation under model misspecification in neural network regression, "Your Model Is Wrong: Robustness and Misspecification in Probabilistic Modeling" Workshop, NeurIPS, 2021

Pau Vilimelis Aceituno Eigenvalues of Random Signed Graphs with Cycles: A Graph-Centered View of the Method of Moments with Practical Applications, International Conference on Complex Networks and Their Applications, 2021

Seijin Kobayashi, Johannes von Oswald, Benjamin F. Grewe On the reversed bias-variance tradeoff in deep ensembles, ICML 2021 Workshop on Uncertainty and Robustness in Deep Learning, 2021

Simon Schug*, Frederik Benzing*, Angelika Steger Presynaptic stochasticity improves energy efficiency and helps alleviate the stability-plasticity dilemma, eLife, 10: e69884, 2021

Alexander Meulemans, Francesco S. Carzaniga, Johan A.K. Suykens, João Sacramento, Benjamin F. Grewe A Theoretical Framework for Target Propagation, Advances in Neural Information Processing Systems, 33:, 2020

Dominic Zhao, Seijin Kobayashi, João Sacramento, Johannes von Oswald Meta-Learning via Hypernetworks, 4th Workshop on Meta-Learning at NeurIPS 2020, Vancouver, Canada., 2020

Düring, DN and Dittrich, F and Rocha, MD and Tachibana, RO and Mori, C and Okanoya, K and Boehringer, R and Ehret, B and Grewe, BF and Rauch, M and Paterna, JC and Kasper, R and Gahr, M and Hahnloser, RHR Fast retrograde access to projection neuron circuits underlying vocal learning in songbirds, Cell Reports, 2020

Haessig, Germain and Milde, Moritz B. and Aceituno, Pau Vilimelis and Oubari, Omar and Knight, James C. and van Schaik, André and Benosman, Ryad B. and Indiveri, Giacomo Event-Based Computation for Touch Localization Based on Precise Spike Timing, Frontiers in Neuroscience, 2020

Johannes von Oswald, Christian Henning, Benjamin F. Grewe, João Sacramento Continual learning with hypernetworks, International Conference on Learning Representations (spotlight), 2020

Oliver Sturman, Lukas von Ziegler, Christa Schläppi, Furkan Akyol, Mattia Privitera, Daria Slominski, Christina Grimm, Laetitia Thieren, Valerio Zerbi, Benjamin Grewe & Johannes Bohacek Deep learning-based behavioral analysis reaches human accuracy and is capable of outperforming commercial solutions, Nature Neuropsychopharmacology, 2020

Pau Vilimelis Aceituno and Gang Yan and Yang-Yu Liu Tailoring Echo State Networks for Optimal Learning, iScience 101440, 2020

Blake A. Richards, Timothy P. Lillicrap, Philippe Beaudoin, Yoshua Bengio, Rafal Bogacz, Amelia Christensen, Claudia Clopath, Rui Ponte Costa, Archy de Berker, Surya Ganguli, Colleen J. Gillon, Danijar Hafner, Adam Kepecs, Nikolaus Kriegeskorte, Peter Latham, Grace W. Lindsay, Kenneth D. Miller, Richard Naud, Christopher C. Pack, Panayiota Poirazi, Pieter Roelfsema, João Sacramento, Andrew Saxe, Benjamin Scellier, Anna C. Schapiro, Walter Senn, Greg Wayne, Daniel Yamins, Friedemann Zenke, Joel Zylberberg, Denis Therien, Konrad P. Kording A deep learning framework for neuroscience, Nature Neuroscience, 22: 1761-1770, 2019

Gregory Corder, Biafra Ahanonu, Benjamin F. Grewe, Dong Wang, Mark J. Schnitzer, Grégory Scherrer An amygdalar neural ensemble that encodes the unpleasantness of pain , Science, 2019

Jan Gründemann, Yael Bitterman, Tingjia Lu, Sabine Krabbe, Benjamin F. Grewe, Mark J Schnitzer, Andreas Lüthi Amygdala neuronal ensembles dynamically encode behavioral states., Science, 2019

Jérôme Lecoq, Natalia Orlova, Benjamin F. Grewe. Wide. Deep. Fast. Recent Advances in vivo Multi-Photon Microscopy of Neuronal Activity, Journal of Neuroscience, 2019

Henning, Christian and Ewerth, Ralph Estimating the information gap between textual and visual representations, International Journal of Multimedia Information Retrieval, 7:(1) 43-56, 2018

Henning, Christian and von Oswald, Johannes and Sacramento, Joao and Surace, Simone Carlo and Pfister, Jean-Pascal and Grewe, Benjamin F. Approximating the Predictive Distribution via Adversarially-Trained Hypernetworks, Bayesian Deep Learning Workshop, NeurIPS (Spotlight), 2018

Parker JG, Marshall JD, Ahanonu B, Wu YW, Kim TH, Grewe BF, Zhang Y, Li JZ, Ding J, Ehlers MD, Schnitzer MJ Diametric neural ensemble dynamics in parkinsonian and dyskinetic states., Nature, 2018

Benjamin F. Grewe, Jan Gründeman, Jerome Lecoq, Lacey Kitch, Jones G Parker, Jesse D. Marschall, Jin-Zhong Li, Andreas Lüthi and Mark J. Schnitzer Neural dynamics underlying a long-term associative memory, Nature, 543: 670-675, 2017

Henning, Christian and Ewerth, Ralph Estimating the Information Gap between Textual and Visual Representations, Proceedings of the 2017 ACM on International Conference on Multimedia Retrieval (Best Multimodal Paper Award) 14 - 22, 2017

Ryan Remedios, Ann Kennedy, Mariel Zelikowsky, Benjamin F. Grewe, Mark J. Schnitzer and David J. Anderson Social Behaviour Shapes Hypothalamic Neural Ensemble Representations of Conspecific Sex, Nature, 550: 388–392, 2017

Ying Li, Alexander Mathis, Benjamin F. Grewe, Jessica A. Osterhout, Biafra Ahanonu, Mark J. Schnitzer, Venkatesh N. Murthy, Catherine Dulac Neuronal Representation of Social Information in the Medial Amygdala of Awake Behaving Mice, Cell, 171:(5) 1176-1190, 2017

Chun Xu, Sabine Krabbe, Jan Gründemann, Paolo Botta, John Fadok, Fumitaka Osakada, Dieter Saur, Benjamin F. Grewe, Mark J. Schnitzer, Ed Callaway, Andreas Lüthi Distinct Hippocampal Pathways Mediate Dissociable Roles of Context in Memory Retrieval., Cell, 167(4):961-972.e16:, 2016

Elizabeth J.O. Hamel, Benjamin F. Grewe, Jones G. Parker and Mark J. Schnitzer Cellular level brain imaging in behaving mammals - an engineering approach - REVIEW, Neuron, 86(1):140-159:, 2015

Yiyang Gong, Cheng Huang, Jin Zhong Li, Benjamin F. Grewe, Yanping Zhang, Stephan Eismann and Mark J. Schnitzer High-speed recording of neural spikes in awake mice and flies with a fluorescent voltage sensor, Science, 350(6266):1361-6:, 2015

Benjamin F. Grewe and Fritjof Helmchen High-speed two-photon calcium imaging of neuronal population activity using acousto-optic deflectors, Cold Spring Harb Protoc, 6:618-29:, 2014

Benjamin F. Grewe, Fritjof Helmchen and Björn Kampa Two-Photon Imaging of Neuronal Network Dynamics in Neocortex, Optical imaging of cortical circuit dynamics, Springer Publishing, 2014

Jerome Lecoq, Joan, Dejan Vučinić, Benjamin F. Grewe, Huyn Kim, Jin-Zhong Li, Lacey Kitch and Mark J. Schnitzer Visualizing mammalian brain area interactions by dual-axis two-photon calcium imaging, Nat. Neurosc., 17(12):1825-9:, 2014

Benjamin F. Grewe High-speed in vivo imaging of neuronal activity using acousto-optic scanners, Understanding Biophotonics: Fundamentals, Advances and Applications, Pan Stanford Publishing, 2013

Audrey Bonan*, Benjamin F. Grewe* and Andreas Frick Calcium Imaging Techniques In Vitro to Explore the Role of Dendrites in Signaling Physiological Action Potential Patterns, Visualization Techniques -From Immunohistochemistry to Magnetic Resonance Imaging, 2012

Guyllaume Coiret, Jeanne Ster, Benjamin F. Grewe, Fabrice Wendling, Helmchen F, Urs Gerber and Pascal Benquet Neuron to astrocyte communication via cannabinoid receptors is necessary for sustained epileptiform activity in rat hippocampus, Plos One, 7(5):e37320:, 2012

Mélissa Farinelli, Fabrice Heitz, Benjamin F. Grewe, Shiva Tyagarajan, Fritjof Helmchen, and Isabelle Mansuy Protein Phosphatase-1 Promotes Neuroprotection by Modulating NR2B-Containing NMDA Receptors, Plos One, 7(3):e34047:, 2012

Rohit Prakash, Ofer Yizhar, Benjamin F. Grewe, Charu Ramakrishnan , Nancy Wang, Inbal Goshen, Adam M. Packer, Darcy S. Peterka, Raphael Yuste, Mark J. Schnitzer and Karl Deisseroth Two-photon optogenetic toolbox for fast inhibition, excitation and bistable modulation, Nat. Methods, 9(12):1171-9:, 2012

Benjamin F. Grewe, Fabian F. Voigt, Marcel van ’t Hoff and Fritjof Helmchen Fast two-layer two-photon imaging of neuronal cell populations using an electrically tunable lens, Biomedical Opt. Exp., 2(7):2035–2046:, 2011

Jeanne Ster, José María Mateos, Benjamin F. Grewe, Guyllaume Coiret, Fritjof Helmchen and Urs Gerber On diffusion-related entropy functions: the enhanced case, PNAS, (108) 24:9993-97:, 2011

Benjamin F. Grewe, Audrey Bonan and Andreas Frick Backpropagation of realistic action potential output along apical and basal dendrites of slender-tufted L5A pyramidal neurons, Front. in Cell. Neurosc., 18:4-13:, 2010

Benjamin F. Grewe, Dominik Langer, Björn Kampa and Fritjof Helmchen High-speed in vivo calcium imaging reveals spike trains in neuronal networks with near-millisecond precision, Nat Methods, 7:399-405:, 2010

Benjamin F. Grewe and Fritjof Helmchen Optical probing of neuronal ensemble activity - REVIEW, Curr. Op. Neurobiol., 19:520-9:, 2009