2 papers
cs.AI2025
Hierarchical Reasoning Models: Perspectives and Misconceptions
Renee Ge, Qianli Liao, Tomaso Poggio
Transformers have demonstrated remarkable performance in natural language processing and related domains, as they largely focus on sequential, autoregressive next-token prediction…
cs.NE2024
Self-Assembly of a Biologically Plausible Learning Circuit
Qianli Liao, Liu Ziyin, Yulu Gan +3
Over the last four decades, the amazing success of deep learning has been driven by the use of Stochastic Gradient Descent (SGD) as the main optimization technique. The default imp…