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Restricted (Penn State Only)

Author:: Zhao, Shulin
Title:: Optimizing Energy and Performance for Next-Generation Extended Reality Devices
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Extended Reality
Virtual Reality
Augmented Reality
Energy-effiency
Performance
File:: Login to Download
Committee Members:: Chitaranjan Das, Major Field Member
Mahmut Kandemir, Co-Chair & Dissertation Advisor
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Sarma, Anup
Title:: Optimizing Deep Learning for Memory and Compute : A joint Algorithm-Architecture Exploration
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Deep Learning
Computer Architecture
Main Memory
CNN and RNN-LSTM
Inference and Training
Sparsity
Performance and Energy Efficiency
File:: Download Dissertation_copy_Final2.pdf
Committee Members:: Vijaykrishnan Narayanan, Major Field Member
C Lee Giles, Outside Unit & Field Member
Asit K Mishra, Special Member
Chitaranjan Das, Program Head/Chair
Mahmut Kandemir, Dissertation Co-Advisor
Chitaranjan Das, Chair & Co-Dissertation Advisr

Restricted (Penn State Only)

Author:: Shahidi, Narges
Title:: Design Trade-off for Cloud Storage
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Cloud
Cloud Storage
Storage Design
Cloud Storage Design
Serverless
SSD
NAND Flash Memories
Serverless Computing
Cloud Computing
Solid State Drives
File:: Login to Download
Committee Members:: George Kesidis, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
Bhuvan Urgaonkar, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Open Access

Author:: Liao, Minli
Title:: Efficiently supporting and exploiting multiple concurrent views of data in the memory hierarchy
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation
Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation
File:: Download Minli_Liao_Dissertation.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Major Field Member
Linhai Song, Outside Unit & Field Member
Mahmut Kandemir, Major Field Member
John Sampson, Chair & Dissertation Advisor

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

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