This paper introduces a mutually-regularized dual collaborative variational auto-encoder (MD-CVAE) for recommendation systems, addressing the limitations of user-oriented auto-encoders (UAEs) in handling sparse ratings and new items. MD-CVAE integrates item content and user ratings within a variational framework, regularizing UAE weights with item content to avoid non-optimal convergence. A symmetric inference strategy eliminates the need for retraining when introducing new items, enhancing efficiency in dynamic recommendation scenarios. Why it matters: The MD-CVAE approach offers a practical solution for improving recommendation accuracy and efficiency, especially in scenarios with data sparsity and frequent item updates, relevant to e-commerce and content platforms in the Middle East.
KAUST's Winter Enrichment Program (WEP) 2015 featured seminars, community events, guest speakers, and interactive exhibits. The program included 112 speakers from various regions and events like BELLA GAIA, a film festival, and photography exhibits. Lectures covered topics like Tingatinga painting and gold exploration in Saudi Arabia. Why it matters: Such programs foster knowledge exchange and cultural enrichment within the KAUST community and beyond.
KAUST is hosting a Winter Enrichment Program (WEP) featuring several events. These include a farmers market from January 14-16, an exploration of Asir landscapes and art with lectures and exhibitions from January 19-21, and a final gala on January 21. Why it matters: These events promote community engagement, cultural exchange, and awareness of Saudi heritage and sustainable practices at KAUST.
KAUST will host its Fall Discovery Enrichment program from October 14-22, focusing on the theme "Food for All." The program includes discussions on women in biology led by Bettina Berger, Jasmeen Merzaban, Peiying Hong, and Ashwag Albukhari. Other activities feature a workshop on diet improvement by Amna Malik and cooking demonstrations by German chef Bernd Arold, alongside screenings of food-related movies. Why it matters: The event promotes community engagement and education around food-related topics, highlighting the intersection of science, health, and culture within the KAUST community.
KAUST highlights postdoctoral fellows Yi Jin Liew, Isabelle Schulz, Maren Ziegler and Neus Garcias Bonet outside the University Library. The article mentions King Abdullah bin Abdulaziz Al Saud (1924 – 2015). It encourages applications to KAUST's Discovery Postdoctoral program. Why it matters: This brief announcement signals KAUST's ongoing investment in attracting international research talent to Saudi Arabia.
The provided content mentions KAUST (King Abdullah University of Science and Technology) and its association with King Abdullah bin Abdulaziz Al Saud. It also includes a copyright notice. Why it matters: This is a routine update reflecting KAUST's branding and legal information.
KAUST's 2014 Commencement Ceremony will take place on December 12th between Al-Khawarizmi and the University Library. The student speaker will be Shamael A. Al-Shuhail, and the guest speaker is Stanford University President, Dr. John Hennessy. The KAUST community is invited to attend, with families of graduates having a reserved section. Why it matters: This event highlights KAUST's role in fostering international academic connections and celebrating the achievements of its graduates.
MIT Professor Ahmed F. Ghoniem delivered a keynote at KAUST's Spring Enrichment Program discussing clean energy solutions for future cities. He emphasized a portfolio approach including electrochemical, solar thermochemical, and plasma technologies for renewable energy storage. Ghoniem highlighted the economic opportunities arising from clean energy technology deployment, R&D, and job creation. Why it matters: The focus on renewable energy and storage aligns with Saudi Arabia's Vision 2030 goals for sustainable urban development and diversification of the energy sector.