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cs.LG2026
You May Be Running the Wrong Inception Crop
Jason Chuan-Chih Chou
A decade after its inception, Inception crop has become the standard crop-based data augmentation method for training deep vision models. Not only is its practice of uniformly samp…
cs.LG2025
Correction of Decoupled Weight Decay
Jason Chuan-Chih Chou
Decoupled weight decay, solely responsible for the performance advantage of AdamW over Adam, has long been set to proportional to learning rate without questioning. Some resear…
cs.LG2024
Embedding Geometries of Contrastive Language-Image Pre-Training
Jason Chuan-Chih Chou, Nahid Alam
Since the publication of CLIP, the approach of using InfoNCE loss for contrastive pre-training has become widely popular for bridging two or more modalities. Despite its wide adopt…