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Master's Projects from 2026

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Adversarial Robustness in Time-Series Foundation Models via Causal Tracing and Rank-One Model Editing, Vaibhav Achar

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Predicting Unstable Handovers in Dense Cellular Networks, Niyati Aggarwal

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Communication-Efficient Pipeline Parallelism for On-policy Reinforcement Learning, Faiz Sameer Ahmed

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Searching for Cause of Unexplained Protein Interaction with Multiple Assembly Methods, Gavin Anderson

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MIXED BAYESIAN STACKELBERG SCHEDULER FOR MORPHENCE - A MOVING TARGET DEFENSE FOR VISION TRANSFORMERS, Rikhila Reddy Annem

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Cross-Reflection Evaluator-Optimizer Feedback Retrieval-Augmented Generation (RAG) Framework, Udayan Atreya

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Survival Risk Stratification in Oncology Using Integrated Temporal Event Sequences Over Synthetic Healthcare Data, Oskar Aria Attar

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Memory Effects in Many-Body Systems, Jeffrey Beckstrand

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Efficient Automated JSDoc Comment Generation Using Compressed Abstract Syntax, Kevin Benelli

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Exploring Architectural Enhancements for YOLO Object Detection: Dual-Stream Attention, Size-Adaptive Assignment, and OOD Awareness, Ashwabh Bhatnagar

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A Comparative Analysis of Malware Image Transformations Using Grad-CAM and Hybrid Machine Learning Models, Vibha Bhavikatti

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Agentic AI for Cerebral Tumor Personalized Clinical Decision Support, Amey Bhide

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Detection and Characterization of Cancer Using cfDNA Fragmentomic Analysis, Guneet Bhogal

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When Agents Disagree: A Multi-Agent Debate Approach to Clinical Reasoning, Shreyas Bhoyar

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BiLSTM-Based FoG Detection in Parkinson’s Disease: Evaluating Temporal, Frequency, and Biographical Features, GIOVANNI CANALES

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Custom OS with embedded SNN Activity Suggester, Axel Castellanos-Morales

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Secure and Resilient Federated Learning for Malware Classification, Chandrakanth Reddy Challa

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WindCast-STARNet: A SpatioTemporal Advection-Routed Network for Solar Forecasting, Charita Challa

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Towards Mechanistic Interpretability of Antimicrobial Resistance Proteins Using Sparse Autoencoders and Cross-Layer Transcoders, Paul Chon

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A Study of Privacy-Preserving Predictive Autoscaling in Cloud Environments, Alan Chuang

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Stepwise Sudoku Reasoning Training using Transformers, Lok Man Chu

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AV-AGENT-INSPIRED HYBRID MALWARE DETECTION WITH EXPLAINABLE ENSEMBLES AND LLM REASONING ON BODMAS, Prudhvi Sai Raj Dasari

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Coral Vision: Semantic Segmentation Techniques to Identify Crustose Coralline Algae in West Maui, Hawai’i, Mayukh Das

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Selective Fine Tuning for Large Language Models, Aditya Prashant Dawadikar

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Quantitative Evaluation and Generation of FDA-Compliant Pharmaceutical Labels, Shreyas Satish Deore

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JAVATUTOR: AN INTEGRATED LLM FRAMEWORK FOR STRUCTURED PROGRAMMING TUTORING AND PROBLEM-SOLVING IN JAVA, Amey Makarand Dhongade

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Predicting Traffic Collision Injury Severity in San Jose, Benjamin Fong

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LOOM-RAG: Layered Ontology-Orchestrated Multi-Signal Retrieval-Augmented Generation for Reducing Hallucinations in LLMs, Aldridge Fonseca

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Context Engineering for Local Retrieval-Augmented Generation: Perturbation Robustness, Budgeted Evaluation, and Semantic Assessment, Rahul Reddy Gangapuram

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SAFE-R2R: A Safety-Aware and Budget-Optimized Retrieval Controller for RAG Systems, Mandar Sunil Gondane

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LLM-Powered Investment Advisor Assistant, Sushmitha Chikkanayakanahalli Gopala

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Exploring Parents’ Perspective of Outdoor Occupational Therapy Sessions, Harold Ho, Michelle Huynh, Christina Le, and Amy Morrison

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ScholarConnect: An AI-Powered Research Discovery Platform for Graduate Students, Abhi Jain

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Vision-Augmented Proactive Bandwidth Allocation via Deep Reinforcement Learning, Aditya Joshi

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Emotion-Based Music Recommendation System, Harshini Kanamathareddy

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Adversarial Machine Learning for Robust Fraud Detection in Financial Systems, Rohan Kapdi

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Targeted Bottlenecking of Self-Supervised Speech Layers for Generalizable Audio Deepfake Detection, Jakob Kauffmann

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MediniAI: Spatially Grounded Agentic AI System for Urban Intelligence and Real Estate Reasoning, Shantanu Shivraj Khanapure

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Classifying and Generating Externally Visible Characteristics from Human DNA using Transformer Architectures and Neural Networks, Andy Kuei

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ASE SOFT FAILURE SIMULATION AND DETECTION IN OPTICAL NETWORKS USING LSTM, Gargi Ajit Kulkarni

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A Temporal Evaluation Framework for Pedagogical Scope Compliance in RAG Tutoring Systems, Kranthi Kusal Latchupathula

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Structured Chain-of-Thought Reasoning to Mitigate Hallucinations in Large Language Models, Jerry Liu

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A Comparison of Image-Based Techniques for Malware Classification, Sushant Rakesh Lokhande

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Evaluating Opcode based NLP and Graph Representations for Synthetic Malware, Jonathan Macoco

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Glutathione: Exploring Possible Epigenetic Relationships To β-Amyloids & Tau Buildup In non-Alzheimer’s Disease Subjects, Shamika Majmudar

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AI CONTEXTUAL LEARNING TOOL: TEACHING MACHINE LEARNING VIA CONCEPTUAL TRANSFER, Shishir Dongre Mala

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Mitigating API Hallucination in LLM-Generated Code via Structured Grounding, Selective Augmentation, and Validator-Guided Repair, Aniket Ramesh Mali

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TASK-AWARE GAME-THEORETIC SCHEDULING FOR MORPHENCE-MTD FRAMEWORK IN TIME-SERIES FORECASTING, Mahima Chowdary Mannava

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KOLMOGOROV-ARNOLD NETWORKS ARE VULNERABLE TO INFERENCE-TIME ATTACKS FOR REGRESSION PROBLEMS, Amirali Marashifar

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NeuroLoop: Closed-Loop Deep Brain Stimulation for Controlling Neural Synchronization, Owen Mastropietro

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HyperKGRec: A Hypergraph-Enhanced Recommendation System with Knowledge Graph Embeddings, Sahil Atul Mhatre

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Multimodal Emotion Detection System, Shubhankar Sameer Munshi

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Causal Tracing and Parameter Editing on Time-Series Foundation Model, Jathin Shettigar Nagabhushan

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Legal Document Analysis - Clause Classification and Summarization, Skanda Gonur Nagaraj

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FinKGR: Neuro-Symbolic Reasoning on Financial Knowledge Graphs via Rule Mining and Transformers, Rudraksh Naik

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Cost-Aware Predictive Routing for Vision-Language Models, Sahil Sait Naveed

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Modeling Sealed Deck Construction in Collectible Card Games Using Learning-to-Rank Approach, Michael Dinh Nguyen

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Network Intrusion Detection Using Benford’s Law and Statistical Distance Functions, Huy Ong

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Computer Vision Pipeline for Archaeological Artifact Detection Using Faster R-CNN, Mithi Pandey

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Benford’s Law for Malware Detection: Class-Aware Feature Selection with Cascade Hybrid Classification, Vaibhav Reddy Panyala

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Stacked Ensemble Learning for Graph-Based Fraud Detection, Mansi Patel

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RelCheck: Training-Free Detection and Correction of Relational Hallucinations in Multimodal Large Language Model Outputs, Siddhi Sarjerao Patil

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Multi-Scale Alcohol Consumption Behavior Detection from Wearable Motion Sensors, Ananya Penuballi

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Multi-Judge Consensus Scoring for IRT-Based Adaptive LLM Evaluation, Omkar Podey

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REINFORCEMENT LEARNING FOR ADAPTIVE SEMANTIC COMMUNICATION SYSTEMS, Sai Prakash

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Exploring Steganographic Capacity of Machine Learning Models Via Bit-Level Parameter Perturbations, Akanksha Raghapur

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EXPLAINABLE AND ADVERSARIALLY ROBUST IOT MALWARE DETECTION USING LIGHTWEIGHT NEURAL NETWORKS, Narayana Murthy Raju

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Query Implied Generative Engine Optimization, Shilpa Ramakrishna

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Spartan Write: An Academic Document Editor Supercharged by Agentic Artificial Intelligence, Vivek Raman

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Reinforcement Learning-Based Scheduling of Dependent AI Workflows on the Edge-Cloud Continuum, Siva Girish Ramesh

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Bilingual Video Captioning: Extending Vision-Language Models for English and Hindi, Gitika Rath

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Multi-Agent Path Planning and Optimization using Q-learning, Chirag Rudresh

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Multi-Agent Path Planning and Optimization using Q-learning, Chirag Rudrish

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Machine Learning, Computer Vision, and Corals, Patricia Saito

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Evaluating Prompt Brittleness and Robustness in Large Language Models Across Classification, Reasoning, and Retrieval Tasks, Shubh Sanghvi

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Dish-to-Grocery Structured Prediction with Index-Constrained Large Language Models, Titas Sarkar

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Improved Variational Graph Autoencoder for Link Prediction on Real-World Telecom Graphs, Mugdha Arun Sathe

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On the Accuracy-Cost Frontier of Reasoning Models, Sindhu Satish

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Combining CRISPR and NanoASV to Uncover the Rare Bacterial Communities of the Human Oral Microbiome, Gilma Ruth Sevilla Alvarez

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Explainable Malware Detection: Integrating Hierarchical Machine Learning with Large Language Model Reasoning on the EMBER Dataset, Pranay Shanigarapu

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Sleeper Agent Behavior in Small Code Language Models, Ananta Singh

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Investigating UI Based and AI Based Interactions in VR Environments for Human Anatomy Education, Siddharth Sondhi

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Robustness of AI-Art Detectors under Generator Shift, Shivank Singh Thakur

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Match Made in ML: Developing Compatibility Relationships in Evidential Reasoning Approaches with Machine Learning, Ella Jolie Thomas

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A Modular Enhancement Pipeline to Improve Code Generation in Small Language Models, Sakshi Sanskruti Tripathy

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Performing Data Analysis and Machine Learning Techniques on Health Data, Rachel Tsai

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Adaptive Real-Time Fraud Detection Using Online Learning and Explicit Concept-Drift Detection, Purva Govind Tugaonkar

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GenderStego: A Novel Framework for Gait-Based Gender Recognition and Video Steganography, Sohan Vallapureddy

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Evaluating Log-Based Anomaly Detection under Distribution Shift using CAShift, Harshitha Vipparthy

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Impact of Cigarette Smoke on Immune and Stromal Cells, Justin Wong

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A BENCHMARK STUDY OF LARGE LANGUAGE MODELS ON DRUM PATTERN STYLE CLASSIFICATION, Chung-Hsuan Wu

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ApplicantAI: Transforming Resume Creation, Leveraging LLMs for Job Applications, Dustin Yan

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Emotional Patterns in Conversational Social Media Using Graph-Based Context, Sai Sanjay Yerunkar

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Evaluating Noise-Based Defenses Against Adversarial Attacks in Object Detection, Victor Zhen

Master's Projects from 2025

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SemanticGraphRec: Lightweight Hybrid Recommendations Powered by Semantic Item Representations and Graph Collaborative Filtering, Devi Surya Kumari Akula

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Landslide Prediction Using Time-Series Decomposition, Reinforcement Learning-based Feature Selection and ML Models, Mohith Sai Venkat Ankem

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Multilingual Sentiment Analysis Using Ensemble Learning, Farhan Ansari

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Enhancing Code Review Automation with Large Language Models using QLoRA Fine-Tuning and RAGs, Sumukh Naveen Aradhya

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On the Adversarial Robustness of Quantized Neural Networks Against Common Adversaries in Time-Series Forecasting, Maanak Arora

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PHISHING DETECTION USING CONTINUAL LEARNING AND LARGE LANGUAGE MODELS, Gopi Prajeev Battula