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Siqi Lai

9 papers hereh-index 7236 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author3

Across the 7 of 9 papers where every author was matched, so the position is known.

fields
  • cs.AI6
  • cs.LG2
  • cs.CR1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedLLMLight: Large Language Models as Traffic Signal Control Agents

10 citations · 15 across the 8 of their papers we have counts for

collaborators
Showing 2025Show all

4 papers · 1 filter

cs.AI2025

An LLM-Powered Cooperative Framework for Large-Scale Multi-Vehicle Navigation

Yuping Zhou, Siqi Lai, Jindong Han +1

The rise of Internet of Vehicles (IoV) technologies is transforming traffic management from isolated control to a collective, multi-vehicle process. At the heart of this shift is m…

cs.CR2025

Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025

Zonghao Ying, Siyang Wu, Run Hao +44

Multimodal Large Language Models (MLLMs) have enabled transformative advancements across diverse applications but remain susceptible to safety threats, especially jailbreak attacks…

cs.AI2025

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

Siqi Lai, Yansong Ning, Zirui Yuan +2

Large language models (LLMs) have shown emerging potential in spatiotemporal reasoning, making them promising candidates for building urban agents that support diverse urban downst…

cs.LG2025★ 1 cited

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

Zirui Yuan, Siqi Lai, Hao Liu

Traffic Signal Control (TSC) plays a critical role in urban traffic management by optimizing traffic flow and mitigating congestion. While Large Language Models (LLMs) have recentl…

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