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Mingyuan Xia

2 accepted papers

2026

AdaSVD: Singular Value Decomposition with Adaptive Mechanisms for Large Multimodal Models

CVPR 2026

Large Multimodal Models (LMMs) have attained impressive achievements in multimodal processing tasks, yet their massive memory demands pose major obstacles to deployment on resource-limited devices. Singular Value Decomposition (SVD) has emerged as a promising compression technique for LMMs, deliveri

Cited by 0SourcecodeScholar
2025

TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting

NeurIPS 2025poster

Temporal non-stationarity, the phenomenon that time series distributions change over time, poses fundamental challenges to reliable time series forecasting. Intuitively, the complex time series can be decomposed into two factors, i.e., time-invariant and time-varying components, which indicate stati…

Cited by 0SourcecodeScholar