Publications

PREM: Prefix-Steered Recurrent Memory for Long-Video Understanding

Zhong S, Wang Q, Lv X, Zhuang Y, Tao S, Liu W, Fu H, Liang Y

STORM-Bench: Evaluating Online Video QA under Evolving and Incomplete Evidence

Zhong S, Tan S, Yan R, Lv X, Zhuang Y, Tao S, Liu W, Fu H, Liang Y

Towards Robust Time Series Learning via Capacity-Centric Modulation

Zhong S, Wang S, Kwok JT, Liang Y

Perceive, Route and Modulate: Dynamic Pattern Recalibration for Time Series Forecasting

Zhong S, Zhao M, Fu H, Li H, Wen Q, Liang Y

DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting

Zhong S, Liu Y, Cui Z, Shao Z, Wang F, Wen Q, Liang Y

Learning to Factorize and Adapt: A Versatile Approach Toward Universal Spatio-Temporal Foundation Models

Zhong S, Qiu J, Wu Y, Liu Y, He Y, Rao Z, Yang B, Guo C, Xu H, Liang Y

CivicBench: A Benchmark and Memory Framework for Web-Based Civic Data Analytics

Wu Y*, Zhong S*, Liang H, Liang Y

LiveHouse-TS: An Open-world Living Benchmark for Time Series Foundation Models

Wen H*, Zhou Z*, Liu Q*, Zhong S*, Liang Y

TS-Memory: Plug-and-Play Memory for Time Series Foundation Models

Lyu S*, Zhong S*, Chen T, Ruan W, Liu Q, Lv T, Wen Q, Wong RCW, Liang Y

Breaking the Regional Barrier: Inductive Semantic Topology Learning for Worldwide Air Quality Forecasting

Cui Z*, Zhong S*, Jin M, Pan S, Wen Q, Liang Y

Learning to Remember a Changing World for Embodied Agents

Liu M, Sun H, Zhong S, Chen K, Yan H, Lv X, Tao S, Liu W

Time-Aware Decomposition with Residual Correction for Time Series Modeling

Liu Y, Zhong S, Wang Z, Wen Q, Liang Y

Compensation-Aware KV Selection for Long-Context LLM Inference

Huang Z, Yao R, Liu D, Chen X, Li S, Zhong S, Cao Z, Lai Y, Guo M, Zheng W, Fu H

EarthVerse: Benchmarking Scientific Agents Across Dynamic Earth Systems and Natural Hazards

Ground, Cover, and Refine: Evidence-Centric Frame Selection for Long-Video Question Answering

Wei F, Zhong S, Dong R, Yang M, Luo Z, Fu H

Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting

Lai S, Hu Y, Zhong S, Qiao S, Liang Y, Jin G

ViST: Harnessing Vision Transformation and Reconstruction for Multi-modal Spatio-temporal Forecasting

Ruan W, Zhong S, Wen H, Lei S, Liu Y, Zou X, Liang Y

A Fully Automated Research System Deployed at Scale

Uno-Orchestra: Parsimonious Agent Routing via Selective Delegation

OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting

Lyu S, Zhong S, Ruan W, Liu Q, Wen Q, Xiong H, Liang Y

Learning to Factorize Spatio-Temporal Foundation Models

Zhong S, Qiu J, Wu Y, Zou X, Rao Z, Yang B, Guo C, Xu H, Liang Y

Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting

Zhong S, Ruan W, Jin M, Li H, Wen Q, Liang Y

Multimodal Learning for Spatio-Temporal Data Mining

Zhong S, Hao X, Miao H, Zhao Y, Wen Q, Zimmermann R, Liang Y

Cross Space and Time: A Spatio-Temporal Unitized Model for Traffic Flow Forecasting

Ruan W, Wang W, Zhong S, Chen W, Liu L, Liang Y

Towards Multi-Scenario Forecasting of Building Electricity Loads with Multimodal Data

Liu Y, Zhong S, Luo G, Ruan W, Liang Y

Fine-grained Urban Heat Island Effect Forecasting: A Context-aware Thermodynamic Modeling Framework

Zou X, Ruan W, Zhong S, Hu Y, Liang Y

Vision-Enhanced Time Series Forecasting via Latent Diffusion Models

Ruan W, Zhong S, Wen H, Liang Y

AirRadar: Inferring Nationwide Air Quality in China with Deep Neural Networks

WANG Q, Xia Y, Zhong S, Li W, Wu Y, Cheng SF, Zhang J, Zheng Y, Liang Y

UrbanVLP: A Multi-Granularity Vision-Language Pre-Trained Model for Urban Indicator Prediction

Hao X, Chen W, Yan Y, Zhong S, Wang K, Wen Q, Liang Y

UrbanCross: Enhancing Satellite Image-Text Retrieval with Cross-Domain Adaptation

Zhong S, Hao X, Yan Y, Zhang Y, Song Y, Liang Y

Navigating Spatio-Temporal Heterogeneity: A Graph Transformer Approach for Traffic Forecasting

Zhou J, Liu E, Chen W, Zhong S, Liang Y

Predicting Parking Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach

Zhang H, Xia Y, Zhong S, Wang K, Tong Z, Wen Q, Zimmermann R, Liang Y

Spatio-Temporal Field Neural Networks for Air Quality Inference

Feng Y, Wang Q, Xia Y, Huang J, Zhong S, Wang K, Cheng S, Liang Y

UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web

Yan Y, Wen H, Zhong S, Chen W, Chen H, Wen Q, Zimmermann R, Liang Y