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Open Access

Author:: Lee, Yunju
Title:: VAR: Vulkan API Remoting for GPU-accelerated Rendering and Computation in Virtual Machines
Graduate Program:: Computer Science and Engineering
Keywords:: Virtualization
GPU
Vulkan
API Remoting
File:: Download Lee-thesis.pdf
Committee Members:: Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Member
Chitaranjan Das, Program Head/Chair
Bhuvan Urgaonkar, Committee Member

Open Access

Author:: Jiang, Huaipan
Title:: Exploration of Machine Learning Based Acceleration Methodologies
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Machine learning
Acceleration
Approximation
File:: Download Exploration_of_Machine_Learning_Based_Acceleration_Methodologies.pdf
Committee Members:: Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Ramezani, Morteza
Title:: Systems Optimizations for Learning and Processing on Large Scale Graphs
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Graphs
Graph Processing
Graph Neural Networks
File:: Download PhD_Thesis_Updated.pdf
Committee Members:: Mahmut Kandemir, Co-Chair & Dissertation Advisor
C Lee Giles, Outside Unit & Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Singh, Sonali
Title:: Co-Architecting Brain-inspired Algorithms and Hardware for Performance and Energy Efficiency
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Spiking Neural Networks
Neuromorphic Computing
Gradient descent
Low-power architectures
bio-inspired sensors
File:: Download NeuroCompDissertationDraftFinal.pdf
Committee Members:: Vijaykrishnan Narayanan, Co-Chair & Dissertation Advisor
Chitaranjan Das, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Alkhadhr, Shaikhah
Title:: Modeling a Clinical Acoustic Information System Using Physics-Informed Machine Learning
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: physics-informed neural networks
wave equation
ultrasound therapeutics
numerical modeling
information systems
File:: Download Dissertation_vFinal.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
Mohamed Almekkawy, Chair & Dissertation Advisor
Kamesh Madduri, Major Field Member
David Koslicki, Major Field Member
Yun Jing, Outside Unit & Field Member

Open Access

Author:: Xie, Tian
Title:: Resilient Cache Network Management: Algorithms, Analysis, Experiments
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: cache inference
denial of service attack
Software defined networking
cache replacement policy
access delay
attack resilience
TTL approximation
overlay routing
online routing
flow table size inference
adversarial reconnaissance
joint caching and routing
approximation algorithm
File:: Download Tian__dissertation_draft_2024_v2.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
Peng Liu, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mingfu Shao, Major Field Member
Thomas La Porta, Major Field Member

Open Access

Author:: Liu, Yilin
Title:: Finger Motion Analysis for Interactive Applications using Wearable and Wireless IoT devices
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Finger motion tracking
Machine learning
Deep learning
Wearable sensing
Human behavior sensing
Wireless sensing
File:: Download yilin_thesis.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
Bin Li, Major Field Member
Bhuvan Urgaonkar, Major Field Member
Mahanth Gowda, Chair & Dissertation Advisor
Amulya Yadav, Outside Unit & Field Member

Open Access

Author:: Cong, Weilin
Title:: Fundamental problems in graph learning: optimization, generalization, privacy, and model design
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Graph representation learning
Optimization
Generalization
File:: Download Final_thesis__2_.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
Kamesh Madduri, Major Field Member
Mahmut Kandemir, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mehrdad Mahdavi, Chair & Dissertation Advisor

Open Access

Author:: Khadirsharbiyani, Soheil
Title:: A Comprehensive Study of Thermal-Aware Data Placement in 3D DRAMs: The Role of Data Convection and GPU Integration
Graduate Program:: Computer Science and Engineering (MS)
Keywords:: 3D Integrated Circuits
Temperature Optimization
Temperature Modelling
3D DRAM
Graphics processors
Data Placement
Thermal Issues
File:: Download Master_Thesis_SoheilKhadir.pdf
Committee Members:: Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Ryoo, Jihyun
Title:: Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Computer architecture
Architecture profiling
Machine learning
Deep learning
Analysis model
High performance computing
Manycore systems
Parallel computing
File:: Download Jihyun_Ryoo_Dissertation.pdf
Committee Members:: Kamesh Madduri, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

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