Resonator networks are recurrent neural networks designed to solve high-dimensional vector factorization problems. We explain their theory and applications in two new papers appearing in the journal Neural Computation.
Read More
Dylan Paiton and collaborators explain how sparse inference with recurrence and inhibition leads to more selective and robust representations in neural networks.
Read More
To lead Neural Circuits and Computations Unit in studying how hippocampal circuits produce memory.
Read More
The Redwood Center for Theoretical Neuroscience is a research center home to faculty, postdocs, and students who are working on theories of computation in the brain. We are one of several research centers within the Helen Wills Neuroscience Institute at the University of California, Berkeley. The Redwood Center was established at Berkeley in July 2005 after originating as the non-profit Redwood Neuroscience Institute, founded by Jeff Hawkins. You can read more about the history of RNI here. Our Research page describes some of the things we are currently working on.
The objective of our research is to develop mathematical and computational models of the underlying neurobiological mechanisms involved in perception, cognition, learning, and motor function. We collaborate with experimental neuroscience labs in the design of experiments and in the analysis of neural data. We also train students at UC Berkeley in these ideas and methods. The resulting products, from basic research to software tools, are made accessible to the public, in the Berkeley tradition of open publication and open-source software.
Members of the Redwood Center come from a diverse set of academic backgrounds including neuroscience, vision science, psychology, physics, electrical engineering, computer science, and mathematics. We seek insight into neural computation using ideas from all of these fields as well as the interaction between theory and experiment.
The Redwood Center hosts seminars, workshops, distinguished visitors, and a journal club throughout the year. Our seminars occur on a regular basis and feature research spanning a wide variety of topics related to neuroscience and computation. One of our popular workshops is the CRCNS summer course on mining and modeling of neuroscience data, which you can learn more about here.
Research at the Redwood Center is supported by grants from the National Science Foundation, National Institutes of Health, the Defense Advanced Research Projects Agency, Intel Corporation, and the Canadian Institute for Advanced Research, in addition to the Redwood Center Endowment.
