This presentation explores the challenges of optimizing Deep Neural Networks (DNN) for mobile vision systems due to their large size and high energy consumption. The LegoDNN framework introduces a block-grained scaling approach to reduce memory access energy consumption by compressing DNNs. The agen

8 views • 39 slides

This content discusses the CGRA-ME framework for modelling and exploration of Coarse-Grained Reconfigurable Arrays (CGRA). It covers the objectives, architecture description, inputs required, and tools included in the framework. CGRA-ME allows architects to model different CGRA architectures, map ap

2 views • 33 slides

Explore the concept of time complexity in algorithm analysis, focusing on the efficiency of algorithms measured in terms of execution time and memory usage. Learn about different complexities such as constant time, linear, logarithmic, and exponential, as well as the importance of time complexity co

0 views • 73 slides

This study presents the effectiveness of gradual fine-tuning in low-resource domain adaptation, highlighting the benefits of gradually easing a model towards the target domain rather than abrupt shifts. Inspired by curriculum learning, the approach involves training the model on a mix of out-of-doma

0 views • 17 slides

Introducing Intel Software OneAPI Level Zero Sysman, a powerful API that provides fine-grained control over accelerator devices, offering features such as monitoring power profiles, controlling device performance, and managing peer-to-peer interconnects. With a focus on security and flexibility, Lev

0 views • 24 slides

Children with Developmental Language Disorder (DLD), Sensory Processing Disorder (SPD), and Fine Motor Delays often have accompanying sensory and fine motor deficits. Research indicates that addressing sensory processing deficits can significantly benefit children with DLD, ADHD, autism, and other d

0 views • 61 slides

Explore the world of P4 programmable switches in a workshop hosted by the University of South Carolina. Learn about P4, programmable data plane switches, packet parsing, queue monitoring, and applications with P4 switches. Discover the shift from traditional networking to SDN, overcoming limitations

1 views • 19 slides

If you want the Best Fine Line Tattoo in Kurnell, visit Fourth Gallery Cronulla. They are your premier tattoo shop located in the heart of Cronulla. Our team of artists specializes in various tattoo styles, including traditional, fine-line, and reali

2 views • 6 slides

Explore the visual representations of fine dust in various work scenarios such as sweeping, sanding, and sieving flour, and understand how it relates to work-related lung disease. The images and videos showcase the potential hazards of fine dust exposure and emphasize the importance of proper safety

0 views • 10 slides

Explore the relationships between query complexity measures, including quantum query complexity, adversary bounds, and spectral sensitivity, in the context of symmetric functions. Analysis includes sensitivity graphs, the quantum query model, and approximate counting methods. Results cover spectral

0 views • 19 slides

Delve into enhancing I/O performance and parallelism in workflows, moving beyond traditional file-based methods. Aim to optimize data organization for efficient computation, scale processing with high multiplicity, and demonstrate improvements in real-world scenarios.

2 views • 8 slides

Real-world workloads are diverse, requiring key-value storage systems to efficiently handle varying value sizes and types of operations. This paper introduces DiffKV, a system that optimizes I/O performance by managing keys and values with different ordering strategies, fine-grained separation, and

1 views • 17 slides

This research discusses scalable rule management for data centers, exploring the use of rules for implementing management policies related to access control, rate limiting, traffic measurement, traffic engineering, and flow fields. It evaluates current practices, highlights the challenges of limited

0 views • 34 slides

PipeSwitch introduces fast pipelined context switching for deep learning applications, aiming to enable GPU-efficient multiplexing of multiple DL tasks with fine-grained time-sharing. The goal is to achieve millisecond-scale context switching overhead and high throughput, addressing the challenges o

1 views • 38 slides

This research explores achieving sublinear complexity under constant ? in dynamic networks with ?-interval updates. It covers aspects like network settings, communication models, fundamental problems considered, existing results, and challenges in reducing complexity. The focus is on count time comp

0 views • 14 slides

Cloud computing enables remote data storage and application utilization without local hardware and software management. This paper addresses challenges related to data security and access control in cloud environments, emphasizing the need for fine-grained data access control. It discusses the compl

0 views • 32 slides

This content explores various aspects of soil characteristics, including factors influencing soil thickness, the role of bedrock in soil quality, optimal soil mixtures for plant growth, the impact of living organisms on weathering, and the formation of soil. It also discusses how animals can help so

0 views • 17 slides

This study focuses on analyzing the traffic characteristics of WeChat, a popular mobile application, through a methodology called ChatDissect. The research delves into identifying message formats and semantics, distinguishing user behavior, and classifying traffic functionalities. Challenges in meas

0 views • 20 slides

LinkedIn transitioned from a monolithic architecture to a microservices-based approach, introducing REST along the way. Starting with their original codebase in Java, Servlets, JSP, and JDBC, they evolved to a service-oriented architecture with fine-grained services. Challenges such as test failures

0 views • 43 slides

Explore a rely-guarantee-based simulation approach for verifying concurrent program transformations, including compilers for concurrent programs, fine-grained implementations, and software transactional memory. Learn about defining correctness, compositionality, and verification aspects in the conte

0 views • 25 slides

Explore the intricacies of Fine-Grained Password Policies (FGPP) in Active Directory, covering topics such as domain account policies, policy recovery methods, interpreting pwdProperties attribute, and implementing PSOs for granular password settings. Delve into the nuances of password complexity, h

0 views • 11 slides

This study explores fine-grained language identification through a multilingual CapsNet model, addressing challenges such as short audio snippets, multiple languages, noise, limited training data, and non-class identification. The dataset includes various languages like Arabic, Bengali, Chinese, Eng

0 views • 36 slides

The discussion delves into the concept of the fine-tuned universe and the belief in God from a Christian perspective. It contrasts reasons for belief with challenges posed by atheistic viewpoints. The content covers responses to skepticism and insights into the Big Bang theory, fundamental forces, a

0 views • 26 slides

The Fine Arts Diploma Seal in Cobb County Schools is awarded to high school students who complete a Fine Arts Pathway and engage in creative industry focus courses and extracurricular activities. This diploma seal signals readiness for the creative economy, a significant industry in Georgia. Require

0 views • 17 slides

Exploring the concept of text complexity beyond the familiar realm of Oz, this presentation delves into quantitative and qualitative measures, reader and task considerations, and steps to assess text complexity. Various resources and examples are provided to help educators gauge and improve the comp

0 views • 43 slides

Cloud datacenters utilize rules to manage policies such as access control, rate limiting, and traffic engineering. This study explores the placement of rules considering resource constraints, machine limitations, and competition for resources. It highlights the need for flexible rule placement and f

0 views • 25 slides

Smartphones utilize various sensors to enhance user experience and gather data about users and their surroundings. Sensors like accelerometers, cameras, microphones, GPS, and more play crucial roles in activities classification, tracking eye movements, recognizing contexts, and even supporting custo

0 views • 27 slides

The research delves into holographic complexity in a hybrid de Sitter spacetime, exploring the AdS/CFT correspondence, quantum information in the bulk, and computational complexity. It also examines the volume of the ERB, evolution of complexity in CFT, and probes cosmological horizons using hologra

0 views • 12 slides

The uConserve Dashboard aims to raise awareness and promote conservation of natural resources through insightful analytics and actionable recommendations. Focusing on electricity, water, and gas usage, the project seeks to empower users to make more sustainable choices, ultimately aiming to achieve

0 views • 15 slides

This study introduces Page Overlays, a new virtual memory framework designed to enable fine-grained memory management. By efficiently storing pages with similar data and providing powerful access semantics, Page Overlays improve performance and reduce memory redundancy compared to existing virtual m

0 views • 29 slides

Explore how ConScript enables specifying and enforcing fine-grained security policies for JavaScript in the browser. Learn about the approach to protect benign users by giving control to the hosting site, the contributions of ConScript, and its impact on browser security and policy correctness.

0 views • 41 slides

Reflecting on the importance of collecting data at the micro-level in fragile and conflict-affected areas, this presentation discusses case studies from Kenya and Niger, emphasizing the need for detailed information to understand complex phenomena like conflict, fragility, and displacement. Through

0 views • 22 slides

Exploring the intersection of database access control and data privacy, this paper delves into the implications of data privacy concerns on Database Management Systems (DBMS). It discusses the need for more than just access control mechanisms and highlights the evolving landscape of data publishing,

0 views • 29 slides

This work delves into the intricate world of complexity measures for Boolean functions, exploring concepts such as certificate complexity, decision tree depth, sensitivity, block sensitivity, PRAM complexity, and more. It sheds light on the relationships among different complexity measures and provi

0 views • 36 slides

Preparing for fine-scale experiments in the Mediterranean Sea, the FINE-MED 2017 project focuses on the Rhodes Gyre campaign led by a team of Ph.D. students. Motivated by the complex dynamics of the Eastern Mediterranean Sea, the project's objectives include studying interactions between different c

0 views • 7 slides

Explore a comprehensive overview of a language designed to automatically enforce privacy policies, presented by Jean Yang. The system aims to simplify the process of preserving user data confidentiality, addressing concerns such as displaying user locations, fine-grained policies, and programmer bur

0 views • 31 slides

The text discusses Merlin-Arthur proof systems and protocols for central problems in fine-grained complexity, particularly focusing on the time complexity, completeness, and soundness of these protocols. It also touches on recent interest in these protocols and presents new results in areas such as

0 views • 16 slides

Delve into the realm of interactive proofs in complexity theory, exploring concepts such as completeness, soundness, and efficiency. Discover how interactive proof systems can be utilized in scenarios like graph isomorphism and their implications on the complexity classes NP and coNP. Uncover the in

0 views • 40 slides

This initiative by Project FINE aimed to enhance the integration of ethnically diverse communities through technology education for refugees and immigrants. Testimonials reflect gratitude for the support in computer literacy, email usage, job opportunities, and overall empowerment provided by Projec

0 views • 13 slides

This content delves into complexity theory, exploring PSPACE-complete problems and their relevance within the realm of theoretical computer science. It covers concepts such as time complexity classes, P vs. NP dilemma, NP-complete languages, space complexity, PSPACE vs. NPSPACE, and PSPACE completen

1 views • 19 slides