Blog(5)

• Enabling Intelligent RAN Framework in O-RAN

  The O-RAN Software Community (O-RAN SC) [1] is a collaborative effort between the O-RAN Alliance and the Linux Foundation to support the reference software implementation of the architectures and specifications created by the O-RAN Alliance Working Groups. Samsung Research has been steadily increasing its efforts within the O-RAN SC since 2019 by contributing to the Radio Intelligent Controller (RIC) and RICAPP projects [4].

• Meta-Learning in Neural Networks

  AI methods are advancing across a range of applications from computer vision and natural language processing to autonomous control. There are many facets to AI’s capabilities that determine how useful it is in our lives. Besides the obvious metrics of peak accuracy or efficacy of an AI system at its task, other facets include: How effectively can it learn a new task from a small amount of data or experience? Can it perform, or even learn, within the limited hardware and battery power available on a handheld device?

• RAN-CN Convergence Towards the Next-Generation Networks

  6G system is expected to be a platform providing hyper-connectivity to everyone and everything in the 2030’s. Along with continuous improvement of 5G services, new 6G services with various requirements are emerging, such as truly immersive extended reality, high-fidelity mobile hologram, collaborative robots, and digital replica.

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Research Areas(3)

• Artificial Intelligence

  Overview Artificial Intelligence In the future, AI technology will become much more prevalent and we will interact with smart devices on a daily basis. These devices will understand our needs via spoken commands, visual gestures, and other cues and be able to help and guide us appropriately. New AI technology in the home and in the workplace will enable us to carry out our routines more efficiently; however, we need to ensure that these technologies operate in a ...

• Data Intelligence

  Overview The importance and value of data is growing nowadays and recognized as driving forces of innovation and competitiveness in diverse industrial fields. As data generation is explosively gaining speed, the amount of data is also rapidly augmenting. However, it is not the large amount of data itself that leads to innovation, but the technology that enables using the data meaningfully. As Samsung Electronics operates within a wide range of business portfolios...

• Next Generation Communications

  Overview The communication technology provides the infrastructure needed to enable people and things (i.e., devices, places, etc.) to connect and interact with one another across physical and virtual spaces. It is the foundation of a smarter age in which AI and robots will become a common part of our daily lives. The communication technology will continue to evolve fast to connect people with machines and things through more and faster exchange of information. To...

Publications(423)

• Towards Neural Architecture Search through Hierarchical Generative Modeling

  AuthorAbhinav Mehrotra, Hongkai Wen

  PublishedInternational Conference on Machine Learning (ICML)

  Date2024-07-23

• TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge

  AuthorYoung D. Kwon, Rui Li, Stylianos I.Venieris

  PublishedInternational Conference on Machine Learning (ICML)

  Date2024-07-23

• EDgE: Enhancing Predictability in Decentralized Network Slices through Federated Learning – A Multi layered Ecosystem

  AuthorGanesh Chandrasekaran; Abhinay Kumar; Karthikeyan Subramaniam; N Sunil; Rajesh Challa

  PublishedIEEE Access

  Date2024-07-17

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News(74)

• [Blog] EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models

  Image restoration has witnessed significant progress over the decades, especially with the advent of various deep learning networks. However, single models with different architectures or random initialization states exhibit prediction deviations from ground-truths, resulting in sub-optimal restoration results.

• [Blog] Waveform Enhancements for Energy Efficiency in 6G

  It is crucial for 6G networks to ensure reliable connectivity with energy efficient communication for a wide range of mobile users. Waveform technology plays a vital role in enhancing the energy efficiency of mobile phones and networks, providing reduced power consumption across various scenarios.

• [Blog] DVI-SLAM: A Dual Visual Inertial SLAM Network

  State-of-the-art deep learning-based SLAM methods can be categorized into two classes based on camera pose estimation processes.

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Others(6)

• Who We Are

  SAMSUNG Research Samsung Research is the advanced research and development (R&D) hub of Samsung’s Consumer Electronics (CE) Division and IT & Mobile Communications (IM) Division. Samsung Research leads the development of the future technologies with more than 10,000 researchers and developers working in overseas R&D centers. Under the vision of “Shape the Future with Innovation and Intelligence”, it is actively conducting research and development (R&D) to identify ...

• Global R&D Networks

  Concentrate every Capability from Global R&D Centers 14 R&D Centers in 12 Countries 7 AI-dedicated Centers in Korea, U.S, Canada, U.K, and Russia Global R&D Centers Global AI Centers Republic of Korea Institute position Samsung Research Seoul, Republic of Korea Russia Institute position Poland Institute position United Kingdom Institute position Ukraine Institute position Jordan Institute position Israel Institute position America Institute position Japan Institute ...

• Samsung Research America

  Play Samsung Research America plays a critical role in developing next generation software, user experiences, and services for Samsung Electronics in key domains, such as artificial intelligence, 5G/6G communication networks, and digital health, among others. Headquartered in Mountain View, CA, in the heart of Silicon Valley, and augmented by teams in key technology centers across North America, SRA develops new technologies to enhance the competitive edge of Samsu...

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