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Author:

Patel, Aditya

Title:

Software Support For Offloading off-the-shelf applications to PIM Cores

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

PIM
BLIMP
Compiler
LLVM

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Committee Members:

Chitaranjan Das, Program Head/Chair
Anand Sivasubramaniam, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Member

Author:

Yu, Tongguang

Title:

Hardware Functional Obfuscation With Ferroelectric Active Interconnects

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

FeFET
Hardware Security
Reverse Engineering
Ferroelectric

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Sumitha George, Committee Member
Kai Ni, Committee Member

Author:

Pham, Viet

Title:

An Analysis and Framework for Multi-label Image Classification of Insect Taxonomy with Convolutional Neural Networks

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

multi-label image classification
image classification
computer vision
machine learning
insect taxonomy
convolutional neural networks

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member

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

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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

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

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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

Author:

Chen, Xianda

Title:

Energy and Quality Aware Video Streaming on Mobile Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Video Streaming
Mobile Device
Energy Efficiency
Quality of Experience (QoE)

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Committee Members:

Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Sencun Zhu, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Mohammad, Umar Farooq

Title:

Ultrasound image classification and segmentation using deep learning applications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning
Medical Image Segmentation
Medical Image Classification

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Committee Members:

Chitaranjan Das, Program Head/Chair
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

Author:

Singh, Purushartha

Title:

Extending an Automated Content Assessment Method and Improving its Robustness for Classroom Use

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

natural language processing
automated summary content assessment
automated feedback generation
content assessment
educational use of artificial intelligence
artificial intelligence

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Committee Members:

Chitaranjan Das, Program Head/Chair
Rebecca Jane Passonneau, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member

Author:

Abrams, Samuel

Title:

Extending Video Action Recognition in the Compressed Domain

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Action Recognition
Neural Networks
Video Compression

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Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Chai, Jiaming

Title:

Graph-based Methods For Zero-shot Learning In Image Classifications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Zero-shot Learning
Image Classification

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Committee Members:

Wang-Chien Lee, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Jose, Sethu

Title:

A Scheduling Framework for Decomposable Kernels on Energy Harvesting IoT Edge Nodes

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Internet of Things
Non-Volatile Processors
Energy Harvesting
Approximate Computing
Scheduling.
Internet Of Things
Scheduling

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Committee Members:

Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Committee Member

Author:

Zheng, Yi

Title:

Video Analytics with In-SSD Processing Approaches

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

In-Storage-Processing
SSD
Firmware
FTL
Wear-Leveling
ORAM
Non-Volatile Memory

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Huijuan Xu, Major Field Member
John Sampson, Major Field Member
John Messner, Outside Unit & Field Member

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

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Committee Members:

Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Dong, Yilu

Title:

Deviant Behavior Analysis of 5G Core Network Implementations

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

5G
Core Network
Cellular
Software Testing
Security

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Committee Members:

Syed Rafiul Hussain, Thesis Advisor/Co-Advisor
G. Gary Tan, Committee Member
Chitaranjan Das, Program Head/Chair
Tao Wan, Special Signatory

Author:

Swaminathan, Ashwath Raghav

Title:

Optimizing Existing NLP Tasks by Leveraging Knowledge Graphs

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Natural Language Processing
Knowledge Graphs
Knowledge Graph Embeddings
Transformers
Computational Complexity
Memory Usage Optimization
Reducing FLOPs
Token Pruning

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Abhinav Verma, Committee Member

Author:

Tu, Kai

Title:

A Conformance Checker for the Control Plane Protocols of 5G Basebands

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

5G
security
Conformance Testing

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Committee Members:

Syed Rafiul Hussain, Thesis Advisor/Co-Advisor
Young Kun Ko, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Hakimi, Zeinab

Title:

Efficient Deep Neural Networks Architectures for Video Analytics Systems

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Neural Networks
Object Recognition
Convolutional Neural Networks
Edge Computing
Distributed Camera Intelligence System

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Rui Zhang, Major Field Member
John Sampson, Major Field Member

Author:

Liu, Heting

Title:

Machine Learning in Mobile Edge Computing: Enhancing Efficiency in Inference and Training

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Edge Computing
Resource Allocation
Machine Learning
Federated Learning

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Committee Members:

Fenglong Ma, Outside Unit & Field Member
Ting He, Major Field Member
Jing Yang, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Reinoso, David

Title:

Analysis of Influential Objects In Smart Home Platforms

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

IoT
Smart Home
Security
Flow Graph
Property Analysis

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Committee Members:

Chitaranjan Das, Program Head/Chair
Trent Ray Jaeger, Thesis Advisor/Co-Advisor
Syed Rafiul Hussain, Committee Member
Syed Rafiul Hussain, Thesis Advisor/Co-Advisor

Author:

Angadi, Manoj Kumar

Title:

DESIGN AND IMPLEMENTATION OF A MULTI-STAGE PIPELINE FOR LARGE SCALE EXTRACTING, CLUSTERING AND INGESTION OF ACADEMIC DOCUMENTS FOR CITESEERX

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

CiteSeer
Extraction
Clustering
Ingestion
LSH
BM25
NGX
Elasticsearch
Python
Pipeline
EIS
Citation
index
PDF
Document
Server

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Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Committee Member

Author:

Kalagi, Vishwas

Title:

CO-LOCATING COMPUTE AND MEMORY ACCESS IN DEEP LEARNING RECOMMENDATION MODEL INFERENCE

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning Recommendation Models
hyperthreading
colocation
CPU
Inference
compute intensive
memory intensive
memory bottleneck

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Member
Kamesh Madduri, Committee Member

Author:

Kumar, Abhijeet

Title:

Deepfake Video Detection in the compressed domain

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

compressed domain
i frames
deepfake videos detection
convolutional networks

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member

Author:

Kumar, Abhishek

Title:

ARCHITECTURAL SUPPORT FOR IN-CACHE DATA MOVEMENTS

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

cache
data movements
memory system
zsim
computer architecture

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member

Author:

Zhao, Tianyang

Title:

Dialogue State Tracking with Universal Adversarial Triggers

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Natural Language Processing
Dialogue State Tracking

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Committee Members:

Chitaranjan Das, Program Head/Chair
Rui Zhang, Thesis Advisor/Co-Advisor
Antonio Blanca, Committee Member

Author:

Murali, Mayank

Title:

Analyzing the performance of de novo metagenome assemblers for long-read HiFi data

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Metagenome
assembly
long-reads

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Committee Members:

Chitaranjan Das, Program Head/Chair
Mingfu Shao, Thesis Advisor/Co-Advisor
David Koslicki, Committee Member

Author:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member

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

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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

Author:

Bhasi, Vivek

Title:

Adapting the Serverless Platform for Emerging Application Patterns

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Serverless Computing
Cloud Computing
Resource Management
Cost
SLO Compliance
QoS

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Chair & Dissertation Advisor
Mahmut Kandemir, Dissertation Co-Advisor
C Lee Giles, Outside Unit & Field Member
Jashwant Raj Gunasekaran, Special Member
John Sampson, Major Field Member

Author:

Balaji, Laxmaan

Title:

A Differentiable Synthetic Prediction Market

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Prediction Market
Synthetic Prediction Market
Supervised Learning
Classification

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Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Sarah Michele Rajtmajer, Thesis Advisor/Co-Advisor
Christopher H Griffin, Committee Member

Author:

Wang, William

Title:

Semantic Image Retrieval via Graph Representation and Metric Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Semantic image retrieval
Image-to-image retrieval
Scene graph
Graph convolutional network
Metric learning
Deep learning

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Committee Members:

Chitaranjan Das, Program Head/Chair
Wang-Chien Lee, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member

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

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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

Author:

Tan, Tianxiang

Title:

Deep learning on Mobile Devices with Neural Processing Units

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Mobile computing
Edge computing
Deep Learning

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Committee Members:

Bhuvan Urgaonkar, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Beyda, Sophia

Title:

The Impact of the Organizational Structure of Android Third Party Libraries

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Smartphone Privacy

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Committee Members:

Chitaranjan Das, Program Head/Chair
Trent Ray Jaeger, Thesis Advisor/Co-Advisor
Syed Rafiul Hussain, Committee Member

Author:

Mishra, Ankush

Title:

mmCaliper: High resolution sensing of distances using mmWave Radars

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

wireless sensing
radars
high-resolution
waves
chirps

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Committee Members:

Mahanth Gowda, Thesis Advisor/Co-Advisor
Abutalib Aghayev, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Kannan, Adithya Krishnan

Title:

OPTIMIZING PRIVACY PRESERVING NEURAL NETWORKS EMPLOYING HOMOMORPHIC ENCRYPTION

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Privacy Preserving Machine Learning
Homomorphic Neural Networks

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member