2 papers
cs.CL2025
EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting
Musleh Alharthi, Kaleel Mahmood, Sarosh Patel +1
The immense success of the Transformer architecture in Natural Language Processing has led to its adoption in Time Se ries Forecasting (TSF), where superior performance has been sh…
cs.LG2025
Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions
Qingfeng Lan, Gautham Vasan, A. Rupam Mahmood
Catastrophic forgetting has remained a significant challenge for efficient reinforcement learning for decades (Ring 1994, Rivest and Precup 2003). While recent works have proposed…