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Computation through neural population dynamics
Significant experimental, computational, and theoretical work has identified rich structure
within the coordinated activity of interconnected neural populations. An emerging challenge …
within the coordinated activity of interconnected neural populations. An emerging challenge …
Quantifying behavior to understand the brain
Over the past years, numerous methods have emerged to automate the quantification of
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
Inferring single-trial neural population dynamics using sequential auto-encoders
Neuroscience is experiencing a revolution in which simultaneous recording of thousands of
neurons is revealing population dynamics that are not apparent from single-neuron …
neurons is revealing population dynamics that are not apparent from single-neuron …
A disentangled recognition and nonlinear dynamics model for unsupervised learning
This paper takes a step towards temporal reasoning in a dynamically changing video, not in
the pixel space that constitutes its frames, but in a latent space that describes the non-linear …
the pixel space that constitutes its frames, but in a latent space that describes the non-linear …
An approximate line attractor in the hypothalamus encodes an aggressive state
The hypothalamus regulates innate social behaviors, including mating and aggression.
These behaviors can be evoked by optogenetic stimulation of specific neuronal …
These behaviors can be evoked by optogenetic stimulation of specific neuronal …
Unsupervised discovery of demixed, low-dimensional neural dynamics across multiple timescales through tensor component analysis
Perceptions, thoughts, and actions unfold over millisecond timescales, while learned
behaviors can require many days to mature. While recent experimental advances enable …
behaviors can require many days to mature. While recent experimental advances enable …
Unsupervised identification of the internal states that shape natural behavior
Internal states shape stimulus responses and decision-making, but we lack methods to
identify them. To address this gap, we developed an unsupervised method to identify …
identify them. To address this gap, we developed an unsupervised method to identify …
Causal evidence of a line attractor encoding an affective state
Continuous attractors are an emergent property of neural population dynamics that have
been hypothesized to encode continuous variables such as head direction and eye …
been hypothesized to encode continuous variables such as head direction and eye …
Multiregion neuronal activity: the forest and the trees
The past decade has witnessed remarkable advances in the simultaneous measurement of
neuronal activity across many brain regions, enabling fundamentally new explorations of the …
neuronal activity across many brain regions, enabling fundamentally new explorations of the …
Encoding of female mating dynamics by a hypothalamic line attractor
Females exhibit complex, dynamic behaviours during mating with variable sexual receptivity
depending on hormonal status,,–. However, how their brains encode the dynamics of mating …
depending on hormonal status,,–. However, how their brains encode the dynamics of mating …