2 papers
cs.LG2026
Hierarchical Scaffolding Enables Human-Like Cognitive Selectivity under Data Scarcity
Juhyoung Park, Jaehyuk Bae, Hyeonbo Yang +1
Modern machine learning systems demand extensive datasets for visual recognition. Conversely, humans learn with high efficiency despite severe data limitations, often by acquiring…
cs.LG2025
One-Time Soft Alignment Enables Resilient Learning without Weight Transport
Jeonghwan Cheon, Jaehyuk Bae, Se-Bum Paik
Backpropagation is the cornerstone of deep learning, but its reliance on symmetric weight transport and global synchronization makes it computationally expensive and biologically i…