Controlling Neural Networks with Rule Representations

Kavli Affiliate: Xiang Zhang | First 5 Authors: Sungyong Seo, Sercan O. Arik, Jinsung Yoon, Xiang Zhang, Kihyuk Sohn | Summary: We propose a novel training method that integrates rules into deep learning, in a way the strengths of the rules are controllable at inference. Deep Neural Networks with Controllable Rule Representations (DeepCTRL) incorporates a […]


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CathAI: Fully Automated Interpretation of Coronary Angiograms Using Neural Networks

Kavli Affiliate: Zeeshan Ahmed | First 5 Authors: Robert Avram, Jeffrey E. Olgin, Alvin Wan, Zeeshan Ahmed, Louis Verreault-Julien | Summary: Coronary heart disease (CHD) is the leading cause of adult death in the United States and worldwide, and for which the coronary angiography procedure is the primary gateway for diagnosis and clinical management decisions. […]


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Quantum Computing by Cooling

Kavli Affiliate: Frank Wilczek | First 5 Authors: Jiajin Feng, Biao Wu, Frank Wilczek, , | Summary: Interesting problems in quantum computation take the form of finding low-energy states of (pseudo)spin systems with engineered Hamiltonians that encode the problem data. Motivated by the practical possibility of producing very low-temperature spin systems, we propose and exemplify […]


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