Current Projects
Take a look at our latest work.
Our Services
A little about what we can do.
Energy-Efficient AI
AI brings novel capabilities, at the cost of power- and compute-hungry algorithms. We engineer energy-efficient AI that can allow for operation on The Edge, or lower hardware and cloud computing demands.
Immersed AI
Animals are immersed in the real world. Why can’t your AI be as well? We use neuroscience to engineer novel AI algorithms that accommodate operation in the real world.
Consulting and Contracting
Recent advances in AI are accelerating business. Yet there is tremendous hype as well. Binary Cognition can provide an honest, unbiased assessment of how state-of-the-art AI might (or might not) improve your business via enhanced data analyses or novel interactive capabilities.
Using null samples to shape decision spaces and defend against adversarial attacks
This post is a summary of a technical report we recently posted on arXiv.org. Read the full report here: https://arxiv.org/abs/2002.10084. A copy of this post is also available on Medium. Introduction Shortly after the arrival of the new wave of neural network models for computer vision in roughly 2012 [1, 2], it was discovered that […]
Evolutionary approaches towards AI: past, present, and future
Can Darwinism revolutionize AI? A copy of this post is also available on Medium. Table of contents INTRODUCTION GENETICS AND NATURAL SELECTION EVOLUTIONARY COMPUTATION Evolution strategies Genetic algorithms with direct encoding Genetic algorithms with indirect encoding HyperNEAT Organism development Open-endedness (here’s where it gets really interesting!) What’s still missing? CONCLUSION REFERENCES Introduction Since roughly 2012 […]
Recurrence in biological and artificial neural networks: similarities, differences, and why it matters
Recurrence is an overloaded term in the context of neural networks, with disparate colloquial meanings in the machine learning and the neuroscience communities. The difference is narrowing, however, as the artificial neural networks (ANNs) used for practical applications are increasingly sophisticated and more like biological neural networks (BNNs) in some ways (yet still vastly different […]
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Phone: (443) 338-9377
Binary Cognition 