Learning Interpretable Models Through Multi-Objective Neural Architecture Search

Monumental advances in deep learning have led to unprecedented achievements across a multitude of domains. While the performance of deep neural networks is indubitable, the architectural design and interpretability of such models are nontrivial. Research has been introduced to automate the design of neural network architectures through neural architecture search (NAS). Recent progress has made these methods more pragmatic by exploiting distributed computation and novel optimization algorithms. However, there is little work in optimizing architectures for interpretability. To this end, we propose a multi-objective distributed NAS framework that optimizes for both task performance and introspection. We leverage the non-dominated sorting genetic algorithm (NSGA-II) and explainable AI (XAI) techniques to reward architectures that can be better comprehended by humans. The framework is evaluated on several image classification datasets. We demonstrate that jointly optimizing for introspection ability and task error leads to more disentangled architectures that perform within tolerable error.Comment: 14 pages main text, 5 pages references, 17 pages supplementa

The Rings of Power Book Club (Part 1): Seduction, Knowledge, and Metallurgy in the Second Age of Middle-earth

The upcoming Amazon-produced streaming series The Rings of Power represents the most expensive adaptation of Tolkien’s Middle-earth to date, and will explore the Second Age, of which Tolkien wrote relatively little. This adaptation has generated massive buzz, both positive and negative, prior to its airing, often centered around issues of race, gender, and diversity. Over the past 5 months, a group of Mythies have gathered periodically on the Mythopoeic Society’s Discord server to pore over Tolkien’s meager writings about the Second Age, and how this material could be adapted into a live action streaming series. We will revisit some of the recurring themes from our book club meetings; Which Second Age elements and characters likely will/will not be portrayed, depictions of race/culture/religion, origins of histories, descriptions of Sauron’s influence in Numenor, and more

Proceedings of the OMS COVID-19 Response Conference

The coronavirus disease 2019 (COVID-19) pandemic has affected the world in unprecedented ways. It is clear that this pandemic, unlike any public health challenge in recent memory, has the potential to fundamentally alter the delivery of many healthcare services, including the practice of oral and maxillofacial surgery. In response to this global health crisis, the Oral and Maxillofacial Surgery (OMS) COVID-19 Response Conference was held virtually on April 9, 2020, organized by oral and maxillofacial surgeons (OMSs) and administrators from multiple institutions to provide a forum for OMSs to discuss how COVID-19 has affected the specialty. As evidence-based information on COVID-19 continues to emerge, the present report serves as a method to disseminate the current opinions and management strategies from a variety of experts in OMS. © 202

STEM II Initiative-Updates from Participating Institutions (Part 1)

STEM II Initiative – Updates from Participating Institutions (Part 1) is made up of a series of “sampler sessions” so that interested individuals can get an overview but not comprehensive coverage. Dr. Nathan Moon will introduce this session by telling a few important lessons gleaned from the STEM I evaluations. Second, Dr. Tim Howard will talk about the STEM II Initiative at Columbus State. Third, Dr. Judy Awong-Taylor will provide information concerning the STEM II Initiative at Georgia Gwinnett College. Fourth, Dr. Rosalie Richards will discuss what is happening with the STEM II Initiative at Georgia College & State University

Faculty Recital: John Warren, clarinet

KSU School of Music presents John Warren, clarinet.https://digitalcommons.kennesaw.edu/musicprograms/1269/thumbnail.jp

Estimating the total incidence of kidney failure in australia including individuals who are not treated by dialysis or transplantation

Background: To date, incidence data for kidney failure in Australia have been available for only those who start renal replacement therapy (RRT). Information about the total incidence of kidney failure, including non-RRT-treated cases, is important to help understand the burden of kidney failure in the community and the characteristics of patients who die without receiving treatment

A Case of Lambert-Eaton Myasthenic Syndrome Associated with Atypical Bronchopulmonary Carcinoid Tumor

The Lambert-Eaton myasthenic syndrome (LEMS) is typically recognized as a paraneoplastic syndrome associated with a small cell lung carcinoma (SCLC), whereas LEMS with other neuroendocrine lung tumors, including carcinoids or large cell lung carcinoma, are highly unusual. Here, we report a rare case of LEMS with atypical bronchopulmonary carcinoid tumor: A 65-yr-old man presented with progressive leg weakness and a diagnosis of LEMS was made by serial repetitive nerve stimulation test. Chest CT revealed a lung nodule with enlargement of paratracheal lymph nodes, and surgically resected lesion showed pathological features of atypical carcinoid tumor. We concluded that LEMS could be associated with rare pulmonary neuroendocrine tumor other than SCLC, which necessitates pathologic confirmation followed by aggressive treatment for optimal management in these rare cases