Zobrazeno 1 - 10
of 11 413
pro vyhledávání: '"Inductive bias"'
Autor:
Qiu, Zhongwei, Chao, Hanqing, Lin, Tiancheng, Chang, Wanxing, Yang, Zijiang, Jiao, Wenpei, Shen, Yixuan, Zhang, Yunshuo, Yang, Yelin, Liu, Wenbin, Jiang, Hui, Bian, Yun, Yan, Ke, Jin, Dakai, Lu, Le
Histopathology plays a critical role in medical diagnostics, with whole slide images (WSIs) offering valuable insights that directly influence clinical decision-making. However, the large size and complexity of WSIs may pose significant challenges fo
Externí odkaz:
http://arxiv.org/abs/2412.16711
Due to their weak inductive bias, Multi-Layer Perceptrons (MLPs) have subpar performance at low-compute levels compared to standard architectures such as convolution-based networks (CNN). Recent work, however, has shown that the performance gap drast
Externí odkaz:
http://arxiv.org/abs/2410.09655
Autor:
Saunshi, Nikunj, Karp, Stefani, Krishnan, Shankar, Miryoosefi, Sobhan, Reddi, Sashank J., Kumar, Sanjiv
Given the increasing scale of model sizes, novel training strategies like gradual stacking [Gong et al., 2019, Reddi et al., 2023] have garnered interest. Stacking enables efficient training by gradually growing the depth of a model in stages and usi
Externí odkaz:
http://arxiv.org/abs/2409.19044
Autor:
Tang, Zhenchao1,2 (AUTHOR), Chen, Guanxing1,2 (AUTHOR), Chen, Shouzhi1,2 (AUTHOR), He, Haohuai1,3 (AUTHOR), You, Linlin1 (AUTHOR) youllin@mail.sysu.edu.cn, Chen, Calvin Yu-Chian2,4,5,6,7 (AUTHOR) cy@pku.edu.cn
Publikováno v:
Communications Biology. 11/5/2024, Vol. 7 Issue 1, p1-10. 10p.
Autor:
Subramaniam, Vighnesh, Mayo, David, Conwell, Colin, Poggio, Tomaso, Katz, Boris, Cheung, Brian, Barbu, Andrei
We demonstrate that architectures which traditionally are considered to be ill-suited for a task can be trained using inductive biases from another architecture. Networks are considered untrainable when they overfit, underfit, or converge to poor res
Externí odkaz:
http://arxiv.org/abs/2410.20035
Water segmentation is critical to disaster response and water resource management. Authorities may employ high-resolution photography to monitor rivers, lakes, and reservoirs, allowing for more proactive management in agriculture, industry, and conse
Externí odkaz:
http://arxiv.org/abs/2410.15794