2 papers
cs.LG2026
Semantic Step Prediction: Multi-Step Latent Forecasting in LLM Reasoning Trajectories via Step Sampling
Yidi Yuan
Semantic Tube Prediction (STP) leverages representation geometric to regularize LLM hidden-state trajectories toward locally linear geodesics during fine-tuning, thereby greatly im…
cs.CR2025
Prompt Inject Detection with Generative Explanation as an Investigative Tool
Jonathan Pan, Swee Liang Wong, Yidi Yuan +1
Large Language Models (LLMs) are vulnerable to adversarial prompt based injects. These injects could jailbreak or exploit vulnerabilities within these models with explicit prompt r…