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cs.LG2026
Test-Time Compositional Generalization in Diffusion Models via Concept Discovery
Zekun Wang, Anant Gupta, Tianyi Zhu +1
Compositional generalization requires models to produce novel configurations from familiar parts. In diffusion models, prior compositional generation methods typically assume that…
cs.LG2025
MOM: Memory-Efficient Offloaded Mini-Sequence Inference for Long Context Language Models
Junyang Zhang, Tianyi Zhu, Cheng Luo +1
Long-context language models exhibit impressive performance but remain challenging to deploy due to high GPU memory demands during inference. We propose Memory-efficient Offloaded…