Upcoming Doctoral Dissertations

"Truth is the foundation of trustworthy, ethical, and competitive AI. Without a factual basis, large language models (LLMs) may appear fluent while thinking erroneously, mimicking reasoning yet inherently misunderstanding causality, thereby growing a gray box where misconduct flourishes. Recent advances like RLHF and RLAIF strive to align LLMs with human intent but falter when labels are absent, biased, or unverifiable." Read more

"Mocking frameworks, such as Mockito, EasyMock, and PowerMock, have become indispensable in modern software testing by enabling developers to isolate test dependencies and improve test controllability.However, as mocking becomes increasingly common, it introduces a distinctive form of redundancy that differs fundamentally from traditional code clones." Read more

"As machine learning systems become increasingly integrated into socially and privacy-sensitive applications, ensuring their compliance with data protection regulations has become critical. In particular, it is essential to efficiently remove the influence of specific data from trained models and to verify the success of such removal. This dissertation addresses these challenges by developing frameworks for efficient and verifiable machine unlearning (MU)." Read more

"This thesis presents the development of biomimetic tissue constructs by integrating additive manufacturing (AM) with electrohydrodynamic (EHD) printing. The work focuses on replicating the complex fibrous microstructure of muscle tissues, specifically the spindle-like ellipsoid geometry, using a novel polymer melt-based EHD printing system. Chapter 1 introduces a numerical and experimental study of 3D/4D fibrous biomaterials. A predictive numerical model simulates microfiber formation under key bioprinting parameters, offering high control over geometry." Read more

"The practice of modern project management (PM) has been applied across industries, and its standards, fundamental processes and body knowledge have become matured and abundant across many fields globally. Yet, major PM processes are adapted differently through various projects, organizations, industries, and professional standards." Read more

"There has been a great amount of speculation on how gravity works on a quantum level, but very little
experimental input. Recently, we have shown that single gravitons, the expected quantum particle of gravity,
can be detected. Here I will summarize how single gravitons can be detected and discuss how this result
facilitates the study of gravitational waves and the exploration of quantum gravity, inspired by historical tests
probing the quantization of light." Read more

"The three essays provide a comprehensive understanding of how organizations and individuals adapt their social media behaviors to evolving algorithmic environments, institutional expectations, and audience dynamics in the digital communication era." Read more