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20242026
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6 papers · 1 filter

cs.AI2026

Vision Language Model Helps Private Information De-Identification in Vision Data

Tiejin Chen, Pingzhi Li, Kaixiong Zhou +2

Visual Language Models (VLMs) have gained significant popularity due to their remarkable ability. While various methods exist to enhance privacy in text-based applications, privacy…

cs.AI2026

The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective

Xiaoou Liu, Tiejin Chen, Weibo Li +2

Foundation model agents are increasingly deployed for real-world decision-making, but suffer from the sim-to-real gap. While robotics and classical control have mature frameworks t…

cs.AI2026

Agentic AI for Trip Planning Optimization Application

Tiejin Chen, Ahmadreza Moradipari, Kyungtae Han +2

Trip planning for intelligent vehicles increasingly requires selecting optimal routes rather than merely producing feasible itineraries, as interacting factors such as travel time,…

cs.AI2025

Generative AI in Transportation Planning: A Survey

Longchao Da, Tiejin Chen, Zhuoheng Li +14

The integration of generative artificial intelligence (GenAI) into transportation planning has the potential to revolutionize tasks such as demand forecasting, infrastructure desig…

cs.AI2024

Open-TI: Open Traffic Intelligence with Augmented Language Model

Longchao Da, Kuanru Liou, Tiejin Chen +4

Transportation has greatly benefited the cities' development in the modern civilization process. Intelligent transportation, leveraging advanced computer algorithms, could further…

cs.AI2024

SynTraC: A Synthetic Dataset for Traffic Signal Control from Traffic Monitoring Cameras

Tiejin Chen, Prithvi Shirke, Bharatesh Chakravarthi +5

This paper introduces SynTraC, the first public image-based traffic signal control dataset, aimed at bridging the gap between simulated environments and real-world traffic manageme…