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Restricted (Penn State Only)

Author:: Challapalle, Nagadastagiri Reddy
Title:: DESIGN OF PROCESSING-IN-MEMORY ARCHITECTURES FOR DEEP LEARNING AND GRAPH APPLICATIONS
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Hardware Accelerator
Deep Learning Architecture
Deep Learning Hardware
Processing in Memory
Memory Augmented Neural Networks
Graph Convolution Neural Networks
File:: Login to Download
Committee Members:: Chitaranjan Das, Major Field Member
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Saptarshi Das, 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

Restricted (Penn State Only)

Author:: Homan, Eric
Title:: Context-Aware Perception for Edge and Embedded Devices
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: Neural Network
Context Awareness
Reinforcement Learning
Autonomy
File:: Login to Download
Committee Members:: Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Bradley Wyble, Outside Unit & Field Member
John Sampson, Major Field 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

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