4 papers
Reliability-Aware Determinantal Point Processes for Robust Informative Data Selection in Large Language Models
Ahmad Sarlak, Abolfazl Razi
Informative data selection is a key requirement for large language models (LLMs) to minimize the amount of data required for fine-tuning, network distillation, and token pruning, e…
Graph Based Deep Reinforcement Learning Aided by Transformers for Multi-Agent Cooperation
Michael Elrod, Niloufar Mehrabi, Rahul Amin +4
Mission planning for a fleet of cooperative autonomous drones in applications that involve serving distributed target points, such as disaster response, environmental monitoring, a…
Extended Visibility of Autonomous Vehicles via Optimized Cooperative Perception under Imperfect Communication
Ahmad Sarlak, Rahul Amin, Abolfazl Razi
Autonomous Vehicles (AVs) rely on individual perception systems to navigate safely. However, these systems face significant challenges in adverse weather conditions, complex road g…
Eyes on the Environment: AI-Driven Analysis for Fire and Smoke Classification, Segmentation, and Detection
Sayed Pedram Haeri Boroujeni, Niloufar Mehrabi, Fatemeh Afghah +4
Fire and smoke phenomena pose a significant threat to the natural environment, ecosystems, and global economy, as well as human lives and wildlife. In this particular circumstance,…