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cs.LG2025
From Linear to Nonlinear: Provable Weak-to-Strong Generalization through Feature Learning
Junsoo Oh, Jerry Song, Chulhee Yun
Weak-to-strong generalization refers to the phenomenon where a stronger model trained under supervision from a weaker one can outperform its teacher. While prior studies aim to exp…
cs.LG2025
Mamba Can Learn Low-Dimensional Targets In-Context via Test-Time Feature Learning
Junsoo Oh, Wei Huang, Taiji Suzuki
Mamba, a recently proposed linear-time sequence model, has attracted significant attention for its computational efficiency and strong empirical performance. However, a rigorous th…