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cs.CV2026
Visual Information-Guided Parallel Decoding for Diffusion Multimodal Large Language Models
Insu Lee, Wooje Park, Wonseok Shin +2
Diffusion multimodal large language models (dMLLMs) have recently emerged as a new decoding paradigm for multimodal generation. Starting from a fully masked sequence, dMLLMs progre…
cs.CV2026
Sparsity as a Key: Unlocking New Insights from Latent Structures for Out-of-Distribution Detection
Ahyoung Oh, Wonseok Shin, Songkuk Kim
Sparse Autoencoders (SAEs) have demonstrated significant success in interpreting Large Language Models (LLMs) by decomposing dense representations into sparse, semantic components.…