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Ze Guo

3 accepted papers

2026

MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning

ICML 2026poster

Time series forecasting (TSF) plays a critical role in decision-making for many real-world applications. Recently, LLM-based forecasters have made promising advancements. Despite their effectiveness, existing methods often lack explicit experience accumulation and continual evolution. In this work, …

Cited by 0SourceScholar
2024

An LLM-driven Framework for Multiple-Vehicle Dispatching and Navigation in Smart City Landscapes

ICRA 2024poster

In the context of smart cities, autonomous vehicles, such as unmanned delivery vehicles and taxis are gradually gaining acceptance. However, their application scenarios remain significantly fragmented. Typically, an Autonomous Multi-Functional Vehicle (AMFV) is not engaged in other scenarios when id…

Cited by 15SourceScholar
2024

Language and Sketching: An LLM-driven Interactive Multimodal Multitask Robot Navigation Framework

ICRA 2024poster

The socially-aware navigation system has evolved to adeptly avoid various obstacles while performing multiple tasks, such as point-to-point navigation, human-following, and -guiding. However, a prominent gap persists: in Human-Robot Interaction (HRI), the procedure of communicating commands to robot…

Cited by 20SourceScholar