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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