activity
20232026
most citedTransition Propagation Graph Neural Networks for Temporal Networks

20 citations · 64 across the 21 of their papers we have counts for

collaborators

25 papers

cs.LG2026

CodeTS: Verifiable Text-to-Time Series Generation via Executable Code

Xudong Yuan, Shunyu Liu, Tongya Zheng +3

Text-to-Time Series Generation (Text-to-TS) provides a promising paradigm for synthesizing time series from natural language, enabling scenario-specific generation when real observ…

cs.IR2026

Making Collaborative Signals Count: Graph-Aware Large Language Models for Sequential Recommendation

Fenglin Yan, Bohao Wang, Jian Zhang +5

Large language models (LLMs) have been widely adopted as backbones for recommender systems. However, their language-centric pretraining makes it difficult to capture collaborative…

cs.CR2026

Temporal Motif-aware Graph Test-time Adaptation for OOD Blockchain Anomaly Detection

Runang He, Tongya Zheng, Huiling Peng +6

Ever-evolving transaction patterns have significantly hindered anomaly detection on emerging cryptocurrency blockchains due to the vast number of addresses and diverse anomalous be…

cs.AI2026

GraphScout: Empowering Large Language Models with Intrinsic Exploration Ability for Agentic Graph Reasoning

Yuchen Ying, Weiqi Jiang, Tongya Zheng +4

Knowledge graphs provide structured and reliable information for many real-world applications, motivating increasing interest in combining large language models (LLMs) with graph-b…

cs.AI2026

Physics-informed Diffusion Generation for Geomagnetic Map Interpolation

Wenda Li, Tongya Zheng, Kaixuan Chen +8

Geomagnetic map interpolation aims to infer unobserved geomagnetic data at spatial points, yielding critical applications in navigation and resource exploration. However, existing…

cs.AI2025

Learning Multi-Modal Mobility Dynamics for Generalized Next Location Recommendation

Junshu Dai, Yu Wang, Tongya Zheng +6

The precise prediction of human mobility has produced significant socioeconomic impacts, such as location recommendations and evacuation suggestions. However, existing methods suff…