4 papers
White Box Evidence Packages for Policy Audit Reports
Seunghyun Yoo
As AI governance moves from benchmark scores toward auditable oversight, a central question is how reviewers can tell whether an LLM-generated audit report is actually supported by…
Co-CoT: A Prompt-Based Framework for Collaborative Chain-of-Thought Reasoning
Seunghyun Yoo
Due to the proliferation of short-form content and the rapid adoption of AI, opportunities for deep, reflective thinking have significantly diminished, undermining users' critical…
LLMs as Deceptive Agents: How Role-Based Prompting Induces Semantic Ambiguity in Puzzle Tasks
Seunghyun Yoo
Recent advancements in Large Language Models (LLMs) have not only showcased impressive creative capabilities but also revealed emerging agentic behaviors that exploit linguistic am…
Online Learning with Unknown Constraints
Karthik Sridharan, Seung Won Wilson Yoo
We consider the problem of online learning where the sequence of actions played by the learner must adhere to an unknown safety constraint at every round. The goal is to minimize r…