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cs.LG2026
Reduced Matrix Multiplication: Input-Adaptive Matrix-Product Reduction for LLM Inference
Zixuan Lan, Yanhong Li, Jiawei Zhou
Transformer-based language models achieve strong performance but incur substantial inference cost due to repeated high-dimensional matrix multiplications. We propose Reduced Matrix…
cs.LG2026
Reverso: Efficient Time Series Foundation Models for Zero-shot Forecasting
Xinghong Fu, Yanhong Li, Georgios Papaioannou +1
Learning time series foundation models has been shown to be a promising approach for zero-shot time series forecasting across diverse time series domains. Insofar as scaling has be…