Publications (5)
Staircase Streaming for Low-Latency Multi-Agent Inference
Junlin Wang, Jue Wang, Zhen +5
Recent advances in large language models (LLMs) opened up new directions for leveraging the collective expertise of multiple LLMs. These methods, such as Mixture-of-Agents, typical…
Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data
Wei Ma, Zhen, Qian
Dynamic origin-destination (OD) demand is central to transportation system modeling and analysis. The dynamic OD demand estimation problem (DODE) has been studied for decades, most…
User-centric interdependent urban systems: using time-of-day electricity usage data to predict morning roadway congestion
Pinchao Zhang, Zhen, Qian
Urban systems are interdependent as individuals' daily activities engage using those urban systems at certain time of day and locations. There may exist clear spatial and temporal…
Parking Sensing and Information System: Sensors, Deployment, and Evaluation
Xiao Chen, Zhen, Qian +5
This paper describes a smart parking sensing and information system that disseminates the parking availability information for public users in a cost-effective and efficient manner…
Towards impactful challenges: post-challenge paper, benchmarks and other dissemination actions
Antoine Marot, David Rousseau, Zhen +1
The conclusion of an AI challenge is not the end of its lifecycle; ensuring a long-lasting impact requires meticulous post-challenge activities. The long-lasting impact also needs…