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Label-Efficient Dataset Pruning via Semi-Supervised Pseudo-Labeling
Yeseul Cho, Baekrok Shin, Changmin Kang, Chulhee Yun
Nesterov Acceleration with Operator Decomposition
Jaewook Lee, Ernest K. Ryu, Chulhee Yun
AMUSE: Anytime Muon with Stable Gradient Evaluation
Jueun Kim, Baekrok Shin, Jihun Yun, Beomhan Baek, Minhak Song, Chulhee Yun
Uniform Spectral Growth under Factor-wise Muon Orthogonalization in Matrix Factorization and LoRA
Changmin Kang, Jihun Yun, Baekrok Shin, Yeseul Cho, Chulhee Yun
Transformers Can Learn Multiclass Classification In-Context: Isotropy Governs Generalization
Daehan Yoon, Chulhee Yun
Understanding Polyak’s Momentum in Deep Learning May Require Rethinking Non-Convex Optimization
Donghwa Kim, Chulhee Yun
Provably Efficient Regularized Online RLHF with Generalized Bilinear Preferences
Junghyun Lee, Minju Hong, Kwang-Sung Jun, Chulhee Yun, Se-Young Yun
Layer Verification Accelerates Speculative Tree Decoding
Jaeyoung Cha, Hanseul Cho, Chulhee Yun
The Cost of Robustness: Tighter Bounds on Parameter Complexity for Robust Memorization in ReLU Nets
Yujun Kim, Chaewon Moon, Chulhee Yun
From Linear to Nonlinear: Provable Weak-to-Strong Generalization through Feature Learning
Junsoo Oh, Jerry Song, Chulhee Yun