6 citations · 6 across the 4 of their papers we have counts for
5 papers
Geospatial Vector Geometry as a Native Spatial Modality for Vision-Language Models
Huang Fei, Boyi Chen, Hao Xue +3
Geospatial reasoning links VLMs to real-world action and decision making. Reliable reasoning requires accurate spatial information and effective spatial representations. However, c…
Trip+: Benchmarking Agents in Personalized Interactive Travel Planning
Junle Chen, Wei Chen, Yehong Xu +6
Interactive travel planning has become a popular use case for language models. Agents are deployed to manage evolving preferences and unexpected disruptions over multiple turns. Su…
SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting
Weijie Shi, Qiang Xu, Fan Deng +9
Speculative decoding accelerates LLM inference by drafting a tree of candidate continuations and verifying it in one target forward. Existing drafters fall into two camps with oppo…
Three Pillars Towards Next-Generation Routing System
Lei Li, Mengxuan Zhang, Zizhuo Xu +2
The routing results are playing an increasingly important role in transportation efficiency, but they could generate traffic congestion unintentionally. This is because the traffic…
A Survey on Map-Matching Algorithms
Pingfu Chao, Yehong Xu, Wen Hua +1
The map-matching is an essential preprocessing step for most of the trajectory-based applications. Although it has been an active topic for more than two decades and, driven by the…