Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Achilles' Heel of Mamba: Essential difficulties of the Mamba architecture demonstrated by synthetic data
Tianyi Chen, Pengxiao Lin, Zhiwei Wang +1
State Space Models (SSMs) have emerged as promising alternatives to attention mechanisms, with the Mamba architecture demonstrating impressive performance and linear complexity for…
cs.LG2024
Efficient and Flexible Method for Reducing Moderate-size Deep Neural Networks with Condensation
Tianyi Chen, Zhi-Qin John Xu
Neural networks have been extensively applied to a variety of tasks, achieving astounding results. Applying neural networks in the scientific field is an important research directi…