4 papers
Hallucination Detection in Large Language Models Using Diversion Decoding
Basel Abdeen, S M Tahmid Siddiqui, Meah Tahmeed Ahmed +4
Large language models (LLMs) have emerged as a powerful tool for retrieving knowledge through seamless, human-like interactions. Despite their advanced text generation capabilities…
Chasing Ghosts: A Simulation-to-Real Olfactory Navigation Stack with Optional Vision Augmentation
Kordel K. France, Ovidiu Daescu, Latifur Khan +1
Autonomous odor source localization remains a challenging problem for aerial robots due to turbulent airflow, sparse and delayed sensory signals, and strict payload and compute con…
PPSEBM: An Energy-Based Model with Progressive Parameter Selection for Continual Learning
Xiaodi Li, Dingcheng Li, Rujun Gao +3
Continual learning remains a fundamental challenge in machine learning, requiring models to learn from a stream of tasks without forgetting previously acquired knowledge. A major o…
LSEBMCL: A Latent Space Energy-Based Model for Continual Learning
Xiaodi Li, Dingcheng Li, Rujun Gao +2
Continual learning has become essential in many practical applications such as online news summaries and product classification. The primary challenge is known as catastrophic forg…