Lianchao Gu

collaborators

2 papers

cs.AI2026

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs

Peiliang Gong, Emadeldeen Eldele, Chenyu Liu +8

Large Language Models (LLMs) have recently demonstrated impressive potential for time series forecasting. However, existing methods predominantly rely on passive modality alignment…

math.AP2025

Optimal time-decay for Euler-Fourier system with damping in the critical $L^{2}$ framework

Jing Liu, Lianchao Gu

This paper is concerned with the large time behavior of solutions to the Euler-Fourier system with damping in $R^{d} (d \geq 1)$ . A time-weighted energy argument has been de…

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs

Optimal time-decay for Euler-Fourier system with damping in the critical L2 framework

Optimal time-decay for Euler-Fourier system with damping in the critical $L^{2}$ framework