Dongsheng Luo

MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with $0.1K$ Parameters

Trajectory Graph Copilot: Pre-Action Error Diagnosis in LLM Agents

LM$^2$otifs: An Explainable Framework for Machine-Generated Texts Detection

From Binary to Continuous: Stochastic Re-Weighting for Robust Graph Explanation

Exploring Data-Driven Models for Compound Flood Forecasting: A comprehensive benchmark

F-Fidelity: A Robust Framework for Faithfulness Evaluation of Explainable AI

Explanation-Assisted Data Augmentation for Graph Learning

NeuroTree: Hierarchical Functional Brain Pathway Decoding for Mental Health Disorders

MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with $0.1k$ Parameters

MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting

Are Classification Robustness and Explanation Robustness Really Strongly Correlated? An Analysis Through Input Loss Landscape