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Siqi Lai

2 accepted papers

2026

CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control

ICLR 2026poster

Large Language Models (LLMs) have recently emerged as promising agents for Traffic Signal Control (TSC) due to their strengths in reasoning and generalization. However, current LLM-based approaches treat intersections as independent agents without inter-intersection cooperation, limiting their effec…

Cited by 0SourcecodeScholar
2026

USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning Capabilities of LLMs as Urban Agents

ICLR 2026poster

Large language models (LLMs) have shown emerging potential in spatiotemporal reasoning, making them promising candidates for building urban agents that support diverse urban downstream applications. Despite these benefits, existing studies primarily focus on evaluating urban LLM agent on outcome-lev…

Cited by 0SourcecodeScholar