Spaun: The First Working Brain Simulation

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Spaun: The First Working Brain Simulation
« on: December 06, 2012, 11:02:07 pm »
Spaun: The First Working Brain Simulation
6 December 2012, 6:55 pm

 

We've reported on a lot of large-scale brain simulations in the past including a partial mouse brain, a rat neocortex and (maybe) a cat brain. None of those simulation actually did anything. Their goal was to simulate the neural network but nothing more. SPAUN is something different. The name stands for Semantic Pointer Architecture: Unified Network. The SPAUN simulation is described in the recently published paper, SPAUN: A Perception-Cognition-Action Model Using Spiking Neurons (PDF format). One of the authors, Chris Eliasmith, has a book coming out soon that details the Semantic Pointer Architecture (SPA) in more detail and describes its basis in the Neural Engineering Framework (NEF). From the paper:
We present a large-scale cognitive neural model called Spaun (Semantic Pointer Architecture: Unified Network), and show simulation results on 6 tasks (digit recognition, tracing from memory,  serial  working  memory,  question  answering, addition by counting, and symbolic pattern completion). The model consists of 2.3 million spiking neurons whose neural properties, organization, and connectivity match that of the mammalian  brain. Input  consists of images  of handwritten and typed numbers and symbols, and output is the motion of a 2 degree-of-freedom arm that writes the model’s responses. Tasks can be presented in any order, with no “rewiring” of the brain for each task.  Instead, the model is capable of internal cognitive control (via the basal ganglia), selectively routing information  throughout  the  brain  and  recruiting  different cortical components as needed for each task.
As with any model, it's not as cool as the real thing. In SPAUN's case, the model doesn't learn synaptic connection wegiths, those were derived by the researchers. The SPAUN simulation has only a single fixed "eye" and a single two-jointed arm. Further, SPAUN can only perform tasks related to series or lists of numbers. Still SPAUN is an entire working neural system that includes visual perception, cognition, and motor action, which represents a useful advance in the field of brain simulation. Continued work on this type of model will undoubtedly shed more light on human cognition as well as robotics and AI. And you knew we couldn't stop with just a description of something this cool, so read on to see some videos of SPAUN actually doing its thing.

Source: robots.net

To visit any links mentioned please view the original article, the link is at the top of this post.

 


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