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Thesis Year: 2025

Identifying and Addressing User-level Security Concerns in Smart Homes Utilizing ''Smaller'' LLMs Confirmation Report
Performed By: 1905050, 1905013, 1905050
Advisor: Dr. Md. Shohrab Hossain (mshohrabhossain)

Enhancing Word Sense Disambiguation in Large Language Models: Evaluation and Improvement Strategies Confirmation Report
Performed By: 1905003
Advisor: Dr. Muhammad Abdullah Adnan (adnan)

A Novel Dynamic Gradient Sparsification Scheme Leveraging PCA to Mitigate Gradient Poisoning in Vertical Federated Learning Confirmation Report
Performed By: 1905093, 1905093
Advisor: Dr. Muhammad Abdullah Adnan (adnan)

Solving the Minimum Edge-Dilation K-Center Problem by the Artificial Bee Colony Algorithm:An Experimental Study on Greedy and Adaptive Strategies Confirmation Report
Performed By: 1905047
Advisor: Abu Wasif (wasif)

Automated Hyperparameter Optimization for Federated Learning Confirmation Report
Performed By: 1905023
Advisor: Dr. Md. Monirul Islam (mdmonirulislam)

MapQA: Systematic Annotation and Evaluation of Map Query Datasets for Foundation Models Confirmation Report
Performed By: 1905072, 1905090
Advisor: Dr. Mohammed Eunus Ali (eunus)

k-Point Dispersion on a Circle Confirmation Report
Performed By: 1905007, 1905025, 1905053
Advisor: Dr. Md. Saidur Rahman (saidurrahman)

A Hybrid GNN-LSTM Model for Temperature Prediction with GAT-Driven Missing Data Imputation Confirmation Report
Performed By: 1905097, 1905118
Advisor: Dr. Mohammed Eunus Ali (eunus)

New Results on Unique Neighbourhood Networks Confirmation Report
Performed By: 1905094
Advisor: Dr. Md. Saidur Rahman (saidurrahman)

Study of Different Techniques of Hybridizing Fireworks and Whale Optimization Algorithms for Cloud Task Scheduling Confirmation Report
Performed By: 1905034, 1905089
Advisor: Dr. Rezwana Reaz (rezwana)

Rethinking Transformer Architectures for Neural Combinatorial Optimization Confirmation Report
Performed By: 1905120, 1905080
Advisor: Dr. Atif Hasan Rahman (atif)

A Study on Two Graph Problems: Upward Pointset Embeddability Testing and Minimum Consistent Subset Confirmation Report
Performed By: 1905109, 1905035
Advisor: Dr. Md. Saidur Rahman (saidurrahman)

Detection of Dengue Breeding Sites in Large-scale Landscapes Plagued by Unplanned Urban Development from Aerial Imagery Confirmation Report
Performed By: 1905096, 1905086
Advisor: Dr. Anindya Iqbal (anindyaiqbal)

MemAgent: A cache-inspired framework for augmenting conversational Web Agents with task-specific information Confirmation Report
Performed By: 1905068, 1905061
Advisor: Dr. Anindya Iqbal (anindyaiqbal)

Predicting Protein-Carbohydrate Binding Sites: A Deep Learning Approach Integrating Protein Language Model Embeddings and Structural Features Confirmation Report
Performed By: 1905010
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

Generative Commonsense Reasoning Evaluation of Different Large Language Models on Bangla Language Confirmation Report
Performed By: 1905103, 1905106
Advisor: Dr. Muhammad Masroor Ali (mmasroorali)

Supervised Non-Negative Matrix Factorization for Analyzing Spatial Transcriptomics Data in Alzheimer's Mouse Model Confirmation Report
Performed By: 1905012
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

Supervised Principal Component Analysis for Single-Cell Differential Gene Expression in Alzheimer's Disease and Clinical Correlations Confirmation Report
Performed By: 1905045
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

MediaPipe-aided Ensemble Learning with Attention-based Transformers for Accurate Recognition of Bangla Word-Level Sign Language Confirmation Report
Performed By: 1905082
Advisor: Dr. Muhammad Abdullah Adnan (adnan)

Learning to Predict Scene-Agnostic Visibility Queries Confirmation Report
Performed By: 1905098, 1905016, 1905098
Advisor: Dr. Mohammed Eunus Ali (eunus)

Geospatial Monitoring of River Flows in Bangladesh: A Satellite Imaging Approach Confirmation Report
Performed By: 1905020, 1905071
Advisor: Dr. A. B. M. Alim Al Islam (razi)

Uncovering Deviations under Protocol State Fuzzing on TLS Implementations Confirmation Report
Performed By: 1905069, 1905022
Advisor: Dr. Md. Shohrab Hossain (mshohrabhossain)

ResLysEmbed: A ResNet-Based Framework for Succinylated Lysine Residue Prediction Using Sequence and Language Model Embeddings Confirmation Report
Performed By: 1905073
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

Secret Breach Detection in Software Artifacts using Language Models Confirmation Report
Performed By: 1905077, 1905058
Advisor: Dr. Rifat Shahriyar (rifat)

Maximizing Impact with Minimal Cost by Using Automated Perturbation in Expanding Dataset for Context Based Question and Answer Confirmation Report
Performed By: 1905027, 1905102
Advisor: Dr. Muhammad Masroor Ali (mmasroorali)

From MSA Transformer to Graph Neural Network: A Deep Learning Approach to Phylogenetics Confirmation Report
Performed By: 1905001, 1905005
Advisor: Dr. Md. Shamsuzzoha Bayzid (bayzid)

Contrastive Self-Supervised Learning Based Approach for Patient Similarity : A Case Study on Abnormality Detection from Physiological Signals Confirmation Report
Performed By: 1905104
Advisor: Dr. Atif Hasan Rahman (atif)

Spatial Feature Based Similar Region Search Using Large Language Models Confirmation Report
Performed By: 1905018, 1905048
Advisor: Dr. Tanzima Hashem (tanzimahashem)

Enhancing Conversational AI with Domain Adaptation of Retrieval-Augmented Generation (RAG) Models for Fitness and Nutrition Confirmation Report
Performed By: 1905056, 1905043, 1905092
Advisor: Dr. Md. Mostofa Akbar (mostofa)

AI Against Deception: Bangla Fake News Detection and Misinformation Unveiled Confirmation Report
Performed By: 1905021, 1905021, 1905030
Advisor: Dr. Sadia Sharmin (sadia)

Enhancing Road Damage Detection Through Transfer Learning and HCI-Centric Design Confirmation Report
Performed By: 1905105, 1905087
Advisor: Dr. Sadia Sharmin (sadia)

Machine Learning and Statistical Analysis Driven Structural Biology and Biomedical Informatics Confirmation Report
Performed By: 1905008, 1905002
Advisor: Dr. Md. Shamsuzzoha Bayzid (bayzid)

Gender Classification and Age Estimation from walk pattern using wearable sensors Confirmation Report
Performed By: 1805017, 1905115
Advisor: Dr. A.K.M. Ashikur Rahman (ashikurrahman)

BSSpell: A Monolingual Transformer-Based Sentence Level Spelling Error Correction Method for Bangla Confirmation Report
Performed By: 1905038, 1905038
Advisor: Dr. Muhammad Abdullah Adnan (adnan)

Triplet-based Local Branch Support Estimations for Phylogenomic Analysis Confirmation Report
Performed By: 1905046, 1905067
Advisor: Dr. Md. Shamsuzzoha Bayzid (bayzid)

Attention-Enhanced Deep Neural Network for Methane Plume Detection in Satellite Imagery Confirmation Report
Performed By: 1905101, 1905024
Advisor: Dr. Tanzima Hashem (tanzimahashem)

Optimal Multi-Lane Traffic Merging Strategy for Communication and Sensor-Enabled Vehicles Confirmation Report
Performed By: 1905057, 1905085
Advisor: Dr. Tanveer Awal (tanveerawal)

Evaluating the Multilingual Capabilities of LLM-based Web UI Agents Confirmation Report
Performed By: 1905066, 1905065
Advisor: Dr. Rifat Shahriyar (rifat)

Extending Feature Selection Strategies in VGG16 Convolutional Feature Aggregation for Object Retrieval Confirmation Report
Performed By: 1905119, 1905099
Advisor: Dr. Md. Monirul Islam (mmislam)

Enhancing Workforce Attendance Systems in Garment Manufacturing Through a Comparative Analysis of Advanced Face Detection and Recognition Models Confirmation Report
Performed By: 1905055, 1905031, 1905055
Advisor: Dr. Md. Mostofa Akbar (mostofa)

Optimal Placement of Virtual Network Functions in a Distributed Network: A Deep Reinforcement Learning Based Approach Confirmation Report
Performed By: 1905095, 1905052
Advisor: Dr. Rezwana Reaz (rezwana)

Unraveling Food Sentiments: Analyzing Key Factors in Bangladeshi Food Reviews Confirmation Report
Performed By: 1905107
Advisor: Dr. Sadia Sharmin (sadia)

Resistance Distance in Flower Graphs of the Sierpinski Gasket Confirmation Report
Performed By: 1905041, 1905051
Advisor: Abu Wasif (wasif)

PCA-Deflect: Combating Backdoor Attacks in Federated Learning Using PCA-Guided Detection and Trigger Mitigation Confirmation Report
Performed By: 1905028, 1905017
Advisor: Dr. Muhammad Abdullah Adnan (adnan)

An Interpretable Deep Learning Approach for Genome-wide CRISPR Cas-9 Off-Target Prediction and Optimization Confirmation Report
Performed By: 1905042, 1905113
Advisor: Dr. M. Sohel Rahman (msrahman)

Gradient-guided discrete walk-jump sampling for biological sequence generation Confirmation Report
Performed By: 1905111, 1905111
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

Beyond Accuracy: Enhancing Parkinson’s Diagnosis with Uncertainty Quantification Confirmation Report
Performed By: 1905004
Advisor: Dr. Mohammad Saifur Rahman (mrahman)

Fault Tolerance Analysis of Lane-Changing Models for Autonomous Vehicles Confirmation Report
Performed By: 1905044, 1905054
Advisor: Dr. Tanveer Awal (tanveerawal)

A Deep Reinforcement Learning Driven Pheromone Update Mechanism for Swarm Intelligence Based Optimization Confirmation Report
Performed By: 1905026, 1905040
Advisor: Dr. Atif Hasan Rahman (atif)

Real or Fake? Input Optimization for Effective QCT Image Augmentation Confirmation Report
Performed By: 1805066
Advisor: Dr. Mahmuda Naznin (mahmudanaznin)

Anomaly Detection Using Machine Learning: A Comparative Study of Oversampling Methods Confirmation Report
Performed By: 1905036, 1905029
Advisor: Dr. Md. Monirul Islam (mdmonirulislam)

WiFi Received Signal Strength (RSS) Based Automated Attendance for Educational Institutions Confirmation Report
Performed By: 1905009, 1905078
Advisor: Dr. A.K.M. Ashikur Rahman (ashikurrahman)

Memory-efficient ML-based Prefetch Filtering Confirmation Report
Performed By: 1905060, 201905081, 201905060
Advisor: Dr. Rifat Shahriyar (rifat)

Augmenting YOLOv3 with Attention Mechanism for Road Crack Detection Confirmation Report
Performed By: 1905112, 1905100, 1905074
Advisor: Dr. Md. Monirul Islam (mmislam)

Mining Seasonal Periodic Temporal Patterns in Time Series Confirmation Report
Performed By: 1905014, 1905033
Advisor: Dr. Tanzima Hashem (tanzimahashem)

Balancing Accuracy and Speed in Object Detection: Evaluating Pruned and Full Deep Learning Models on Traffic Datasets Confirmation Report
Performed By: 1805083, 1905116
Advisor: Dr. Md. Monirul Islam (mdmonirulislam)

Dynamic Workflow Scheduling in Heterogeneous Cloud Environments: A Hybrid Cuckoo Search Algorithm Confirmation Report
Performed By: 1905049, 1905075
Advisor: Dr. Rezwana Reaz (rezwana)

Feature Selection for Botnet Detection Using Modified Binary Particle Swarm Optimization (BPSO) Algorithm Confirmation Report
Performed By: 1905039, 1905037
Advisor: Dr. A.K.M. Ashikur Rahman (ashikurrahman)

Digging into A New Contextually Appropriate Loss Function for Dense Crowd Tracking Confirmation Report
Performed By: 1905110, 1905032
Advisor: Dr. A. B. M. Alim Al Islam (razi)

Security Analysis of RESTful APIs: Extending the Capabilities of RESTler for Detecting Security Flaws Confirmation Report
Performed By: 1905108, 1905108, 1905062
Advisor: Dr. Md. Shohrab Hossain (mshohrabhossain)

Injecting Emotions in Open-Domain Conversations with an LLM through Leveraging Appraisal Theory Confirmation Report
Performed By: 1905070, 1905019, 1905070
Advisor: Dr. A. B. M. Alim Al Islam (razi)

Curiosity: A Retrieval-Augmented Generation (RAG)-Based AI Assistant for Personalized Learning Confirmation Report
Performed By: 1505048, 1505048
Advisor: Dr. Atif Hasan Rahman (atif)

Resilience in Recommender Systems: A Multi-Method Framework for Mitigating Adversarial Attacks Confirmation Report
Performed By: 1905083
Advisor: Dr. Mahmuda Naznin (mahmudanaznin)

Enhancing Learning with Pedagogical Conversational Agents: A Human-Centered Approach Confirmation Report
Performed By: 1905079, 1905064
Advisor: Dr. Anindya Iqbal (anindyaiqbal)

Modeling Tissue-Specific Aging Using Machine Learning Confirmation Report
Performed By: 1905084, 1905088
Advisor: Dr. M. Sohel Rahman (msrahman)

Knowledge guided pretraining for unsupervised molecular representation learning Confirmation Report
Performed By: 1905076, 1905006
Advisor: Dr. M. Sohel Rahman (msrahman)

Comparative Study of U-Net Variants in QCT Bone Image Segmentation Confirmation Report
Performed By: 1905117, 1905063
Advisor: Dr. Mahmuda Naznin (mahmudanaznin)

Calibration and Validation of the k-Leader Fuel-efficient Traffic Model Using Real-World Data: A Comparative Analysis with the IDM Confirmation Report
Performed By: 1805080
Advisor: Dr. Tanveer Awal (tanveerawal)

Extending Feature Selection Strategies in VGG16 Convolutional Feature Aggregation for Object Retrieval Confirmation Report
Performed By: 1905099, 1905119
Advisor: Dr. Md. Monirul Islam (mmislam)