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Theses/Dissertations from 2024

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Enhancing Automatic Speech Recognition for Emirati-English Code-Switched Speech, Maryam Al-Ali

Diversity Assessment of Synthetically Generated Medical Datasets, Mohammed Alam

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Diacritics Generation in Arabic Texts Using GPT Models: Bridging Technological Advances and Linguistic Depth, Ahmed Albreiki

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A Joint Sensing, Learning, and Communication Framework for Vehicular Metaverse, Maryam Alghfeli

DysHub Augment: Addressing Data Scarcity Challenges For Dysarthria Assessment & Automatic Speech Recognition, Rzan Alhaddad

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A Transformer-Based Supervised Machine Learning Approach for Detecting SCAMs, Farah Alharthi

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Protein-Ligand Binding Prediction through Diffusion Models, Amna Alhosani

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Homotopy-Enhanced Sparse Adversarial Attacks: Combining Stochastic Zero-Order Optimization and Minimax Concave Penalty (SZOMCP), Jamal Aljaberi

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Loan Predication Using Federated Learning, Abdalla Aljasmi

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An Edge Intelligence-Empowered Metaverse Framework for Intelligent Transportation Systems, Fatima Alkhoori

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Optimizing Arabic Web-Crawled Text Dataset Generation: A High-Quality, Resource-Efficient Pipeline for Small-Scale Applications, Ahmed Almansoori

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Advancing Elderly Care through Multimodal Fall Detection Technology, Hamza Alobeidli

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Advancements in Memory-Efficient and Variance-Optimized Pairwise Learning, Extended to Nonlinear Modeling and Spiking Neural Networks, Hilal AlQuabe'h

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Enhancing Atomic Systems Energy Prediction with Graph Neural Networks, Baketah Alrashdi

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Preventing Overfitting In Transcription Factor Binding Location Prediction Model, Salma Alrashdi

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Optimizing Adversarial Attacks through Bi-Level Programming Strategy, Aamena Alshehyari

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ModalityBridge: A Foundational Model-Based Framework for Cross-Modal Content Generation and Video Summarization, Majed Alsuwaidi

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COPUS Co-adaptive Parallelism and Jobs Scheduling, Haifa Altlili

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Unsupervised Landmark Detection, Ahmed Alwheibi

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Predicting Flight Delays using Advanced ML Algorithms, Mohamed Alzarooni

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Fair and Robust Federated Learning Under Byzantines, Mohammed Azz

Navigating the Unknown: Towards biologically-inspired Simultaneous Localization and Mapping, Kaleab Belay

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Enhancing Novel Object Detection via Cooperative Foundational Models, Rohit Bharadwaj

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Curriculum learning approach for off-policy deep reinforcement learning algorithms, Mario Cantero

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Enhancing Federated Learning Through Low-Rank Adaptation and Singular Value Decomposition, Yixuan Chen

Domain Generalization in Diabetic Retinopathy Grading, Sharon Chokuwa

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Multi-Scale Articulated Human Reconstruction by Adaptive Optimization on Sparse Images, Yulang Fei

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Text-to-Image Diffusion with Complex and Detailed Prompts, Mohammad Gani

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VC Dimensions for Deep Neural Networks with Bounded-Rank Weight Matrices, Junyi Guan

A Brain Organoid-Based Mitosis Dataset for Automatic Analysis of Brain Diseases, Nisa Hameed

LLM-Driven Video Background Music Generation Through Text Processing, Ahmad Hammoudeh

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Towards Explainable and Controllable Vision-Language Models for Chest X-ray Imaging, Anees Hashmi

Certifying Robustness of Medical Vision-Language Models via Prompt Learning, Noor Hussein

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Resilience of Vision-Language Models on Object-to-Background Compositional Changes, Muhammad Huzaifa

What Does it Take to Generalize SER Model Across Datasets? A Comprehensive Benchmark, Adham Ibrahim

Auto-Labelled Prompting for Remote Sensing Scene Classification, Mohamed Imam

Test-Time Adaptation for Zero-Shot Generalization of Large Vision Language Models, Raza Imam

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Structural Identification of Partially Observed Linear Non-Gaussian Acyclic Model: Generalized Independent Noise Approach, Songyao Jin

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Reasoning-based 3D Part Segmentation using Large Multimodal Model, Amrin Kareem

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Deploying LLMs on Apple Silicon: Strategies to Enhance Efficiency and Performance, Xiangrui Ke

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Predicting Prosumer Energy Patterns and Minimize Imbalance Costs, Bhuvnesh Kumar

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Accelerated Stochastic DIANA, Sana Kurungadan

Local and Global: Text Matching via Syntax Graph Calibration, Liang Li

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Unifying Protein Function Prediction via Text Matching, Xun Li

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Enhancing Policy Gradient with the Polyak Step-Size Adaption, Yunxiang Li

Finger Gesture Tracking From Arbitrary Hand Position Using Smart Skin Technology and Deep Learning, Rufael Marew

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TERA: Time Series Prediction through Transformer-Enabled Retrieval Augmentation, Ruslan Mikhailov

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Towards Private and Secure Federated Learning: Exploring the Interplay of Differential Privacy and Byzantine Robustness, Hour Mohamed

TDRL$: Extracting and Evaluating the Fixed Causal Factors of Financial Markets, Nurdaulet Mukhituly

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Rethinking Model Re-Basin and Linear Mode Connectivity, Xingyu Qu

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Synergy: System for Co-adaptive Goodput-Based Scheduling and Hybrid Parallelism of Deep Learning Jobs, Akhmed Sakip

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Memoization-Aware Bayesian Optimization for AI Pipelines with Unknown Costs, Ridwan Salahuddeen

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Gene Pathogenicity Prediction using Genomic Foundation Models, Mohammad Sayeed

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MMM: Manga Motion Model, Youssef Sharaf

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CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process, Yifan Shen

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A Unified Model for Text-to-Speech and Speech-to-Text, Hawau Olamide Toyin

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On Iterative Hard-Thresholding: Gradient Estimation and Non-Convex Projections, William Vazelhes

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Quasi-Newton Methods for Federated Learning with Error Feedback, Yanlin Wu

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Study on Scale-Invariance Framework of Polyak-type Methods, Chulu Xiang

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Large-Scale Dataset Distillation, Zeyuan Yin

Submissions from 2023

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On Preconditioning Polyak Step-Size and its Variants, Farshed Abdukhakimov

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Link Analysis in Complex Networks by Structural Method and Machine Learning, Aliakbar Abdurahimov

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Automating Labeling of Fetal Ultrasound Views Using Machine Learning, Hussain Alasmawi

ExtArabic: Extensive Arabic Natural Language Understanding Benchmark, Sarah Adnan Al Barri

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The Impact of Model Architecture on the Transferability of Adversarial Attacks, Farha Salem Khamis Albreiki

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Stable Learning In Mean Field Games by Regularization of The Policy Updates, Talal Abdullah Fadhl Algumaei

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Optimizing Industrial Systems with Machine Learning Anomaly Detection, Shaikh Khalid Khalifa Mohamed Khalid Al Nahyan

Domain Adaptive Imitation Learning for Self Driving Environments, Eman Hisham Zaki Al Suradi

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From Limitations to Innovations: A Deep Dive into Multimodal Weakly Supervised Violence Detection, Younes Balah

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Iterative Video Segmentation Framework and Benchmark Using Minimal User Annotations, Ariana Michelle Bermudez Venegas

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BOsampler: a Plug-and-play Module for Stochastic Human Trajectory Sampling Promoting, Zhenhao Chen

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Enabling Transactive Microgrids: A Multi-Agent Reinforcement Learning Hierarchical Framework, Nicolás Mauricio Cuadrado Ávila

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Personalized learning with the existence of harmful workers, Brahim Erraji

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On the Identifiability of Causal Discovery from Temporally Aggregated Data, Shunxing Fan

Exploiting Differential Adversarial Sensitivity for Trojaned Model Detection, Samar Fares

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Omics-Driven Cancer Driver Gene Prediction with Enhanced Graph Convolutional Networks, Mugariya Farooq

ChatGPT-driven Prompt Generation for Vision-Language Models, Zhengqing Gao

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Federated Reinforcement Learning Approach for Smart Microgrids Control, Roberto Alejandro Gutierrez Guillen

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Automated Mapping of CVE Vulnerability Records to MITRE CWE Weaknesses: An NLP Parser, Ashraf Haddad

Machine Learning Multimodality Fusion for Antimicrobial Resistance Prediction Using Electronic Health Records, Shahad Emad Mohamad Hardan

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Improving Identity Consistency for Neural Head Reeanactment, Steven Phong Hoang

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Secure Image Provenance: Blockchain-Based Solution for Image Forgery and Similarity, Sharim Jamal

Robust Video Dubbing: Improved Audio Classification, Recognition, and Separation in the Multilingual Setting, Bokang Jia

Drone Detection Using Modified Deep Learning Methods, Mohamad Mahmoud Kassab

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3D Human Pose Estimation Under Occlusions and Partial Views, Maksat Kengeskanov

On Self-Supervised Learning of Vision Transformers for Fingerprint Presentation Attack Detection, Maryam Nadeem

Deep Learning for Cancer Diagnosis and Prognosis, Numan Saeed

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Continual Casual Representation Learning, Boyang Sun

Confidential and Private Decentralized Learning based on Encryption-friendly Distillation Loss, Nurbek Tastan

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Training Free Distillation for Efficient Action Recognition, Yu Kang Wong

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Temporality-guided Masked Image Consistency for Domain Adaptive Video Segmentation, Zunhao Zhang

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DC-Net: Divide-and-Conquer for Salient Object Detection, Jiayi Zhu

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Medical Image Segmentation with Noisy Labels, Aigerim Zhumabayeva

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A Deep Neural Network for Oxidative Coupling of Methane Trained on High Throughput Experimental Data, Klea Ziu

Submissions from 2022

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On Utilizing Layer-wise Gradient Norms for Membership Inference Attack, Saarah Abdulla

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Dialogue System for Early Mental Illness Detection: Towards a Digital Twin Solution, Akbobek Abilkaiyrkyzy

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Self-Supervision using Style Transfer for Domain Generalization, Abdallah M. M. Abujami

Multi-label classification network for multi-view dataset using dependence and attention analysis, Hanin Thaer Al Ghothani

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Self-supervised Learning for Time Series Analysis in Predictive Maintenance Application, Abdullatif Husain Hasan Alhashmi

Defense against Gradient Inversion Attacks using Kurtosis Regularization, Sulaiman Hamza Mohamed Aljanahi