Machens, Christian K.

16 publications

ICLRW 2025 Bridging Scales Between Chemical Space and Behavioral Phenotype Adrien Jouary, J. Miguel Mata, Dean Rance, Gonzalo G. de Polavieja, Christian K. Machens, Michael Orger
ICLR 2024 Learning Interpretable Control Inputs and Dynamics Underlying Animal Locomotion Thomas Soares Mullen, Marine Schimel, Guillaume Hennequin, Christian K. Machens, Michael Orger, Adrien Jouary
NeurIPSW 2024 Storing Overlapping Associative Memories on Latent Manifolds in Low-Rank Spiking Networks William F. Podlaski, Christian K. Machens
NeurIPS 2023 Uncovering Motifs of Concurrent Signaling Across Multiple Neuronal Populations Evren Gokcen, Anna Jasper, Alison Xu, Adam Kohn, Christian K. Machens, Byron M Yu
NeurIPS 2020 Biological Credit Assignment Through Dynamic Inversion of Feedforward Networks Bill Podlaski, Christian K. Machens
NeurIPS 2020 Compact Task Representations as a Normative Model for Higher-Order Brain Activity Severin Berger, Christian K. Machens
NeurIPS 2020 Understanding Spiking Networks Through Convex Optimization Allan Mancoo, Sander Keemink, Christian K. Machens
AAAI 2018 Learning Nonlinear Dynamics in Efficient, Balanced Spiking Networks Using Local Plasticity Rules Alireza Alemi, Christian K. Machens, Sophie Denève, Jean-Jacques E. Slotine
NeurIPS 2014 Extracting Latent Structure from Multiple Interacting Neural Populations Joao Semedo, Amin Zandvakili, Adam Kohn, Christian K. Machens, Byron M. Yu
NeurIPS 2014 Unsupervised Learning of an Efficient Short-Term Memory Network Pietro Vertechi, Wieland Brendel, Christian K. Machens
NeurIPS 2013 Firing Rate Predictions in Optimal Balanced Networks David G Barrett, Sophie Denève, Christian K. Machens
NeurIPS 2012 Learning Optimal Spike-Based Representations Ralph Bourdoukan, David Barrett, Sophie Deneve, Christian K. Machens
NeurIPS 2011 Demixed Principal Component Analysis Wieland Brendel, Ranulfo Romo, Christian K. Machens
NeurIPS 2010 Linear Readout from a Neural Population with Partial Correlation Data Adrien Wohrer, Ranulfo Romo, Christian K. Machens
NeCo 2002 Energy-Efficient Coding with Discrete Stochastic Events Susanne Schreiber, Christian K. Machens, Andreas V. M. Herz, Simon B. Laughlin
NeurIPS 2002 Spectro-Temporal Receptive Fields of Subthreshold Responses in Auditory Cortex Christian K. Machens, Michael Wehr, Anthony M. Zador