activity
20232026
most citedTSI-Bench: Benchmarking Time Series Imputation

6 citations · 9 across the 13 of their papers we have counts for

collaborators

14 papers

cs.LG2026

Seeking Universal Shot Language Understanding Solutions

Haoxin Liu, Harshavardhan Kamarthi, Zhiyuan Zhao +2

Shot language understanding (SLU) is crucial for cinematic analysis but remains challenging due to its diverse cinematographic dimensions and subjective expert judgment. While visi…

cs.LG2025

Modular Deep-Learning-Based Early Warning System for Deadly Heatwave Prediction

Shangqing Xu, Zhiyuan Zhao, Megha Sharma +4

Severe heatwaves in urban areas significantly threaten public health, calling for establishing early warning strategies. Despite predicting occurrence of heatwaves and attributing…

cs.LG2025

Tackling Time-Series Forecasting Generalization via Mitigating Concept Drift

Zhiyuan Zhao, Haoxin Liu, B. Aditya Prakash

Time-series forecasting finds broad applications in real-world scenarios. Due to the dynamic nature of time series data, it is important for time-series forecasting models to handl…

cs.LG2025

TAT: Temporal-Aligned Transformer for Multi-Horizon Peak Demand Forecasting

Zhiyuan Zhao, Sitan Yang, Kin G. Olivares +5

Multi-horizon time series forecasting has many practical applications such as demand forecasting. Accurate demand prediction is critical to help make buying and inventory decisions…

cs.LG2025

Improving Epidemic Analyses with Privacy-Preserving Integration of Sensitive Data

Zihan Guan, Zhiyuan Zhao, Fengwei Tian +5

Epidemic analyses increasingly rely on heterogeneous datasets, many of which are sensitive and require strong privacy protection. Although differential privacy (DP) has become a st…

cs.LG2025

TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness

Zhiyuan Zhao, Juntong Ni, Shangqing Xu +3

Time-series forecasting is an essential task with wide real-world applications across domains. While recent advances in deep learning have enabled time-series forecasting models wi…