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20222026
most citedCausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events

12 citations · 12 across the 12 of their papers we have counts for

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Showing 2025Show all

7 papers · 1 filter

eess.SY2025

Realizing Space-oriented Control in Smart Buildings via Word Embeddings

Hangli Ge, Hiroaki Mori, Yasuhira Chiba +1

This paper presents a novel framework for implementing space-oriented control systems in smart buildings. In contrast to conventional device-oriented approaches, which often suffer…

cs.LG2025

Deep Unfolding for MIMO Signal Detection

Hangli Ge, Noboru Koshizuka

In this paper, we propose a deep unfolding neural network-based MIMO detector that incorporates complex-valued computations using Wirtinger calculus. The method, referred as Dynami…

eess.SY2025

Simulation of Emergency Evacuation in Large Scale Metropolitan Railway Systems for Urban Resilience

Hangli Ge, Xiaojie Yang, Zipei Fan +2

This paper presents a simulation for traffic evacuation during railway disruptions to enhance urban resilience. The research focuses on large-scale railway networks and provides fl…

cs.CY2025

Origin-Destination Extraction from Large-Scale Route Search Records for Tourism Trend Analysis

Hangli Ge, Dizhi Huang, Xiaojie Yang +4

This paper presents a novel method for transforming large-scale historical expressway route search records into a three-dimensional (3D) Origin-Destination (OD) map, enabling data…

cs.LG2025

Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification

Xiaojie Yang, Zipei Fan, Hangli Ge +3

Human mobility data are fused with multiple travel patterns and hidden spatiotemporal patterns are extracted by integrating user, location, and time information to improve next loc…

math.NA2025

A Traffic Evacuation Model for Enhancing Resilience During Railway Disruption

Hangli Ge, Xiaojie Yang, Jinyu Chen +2

This paper introduces a traffic evacuation model for railway disruptions to improve resilience. The research focuses on the problem of failure of several nodes or lines on the rail…

cs.LG2025★ 12 cited

CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events

Xiaojie Yang, Hangli Ge, Jiawei Wang +4

Large-scale human mobility exhibits spatial and temporal patterns that can assist policymakers in decision making. Although traditional prediction models attempt to capture these p…