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cs.CV2026
SemanticDialect: Semantic-Aware Mixed-Format Quantization for Video Diffusion Transformers
Wonsuk Jang, Thierry Tambe
Diffusion Transformers (DiTs) achieve state-of-the-art video generation quality, but their substantial memory and computational footprints hinder edge deployment. Quantization can…
cs.CV2025
GaussianVision: Vision-Language Alignment from Compressed Image Representations using 2D Gaussian Splatting
Yasmine Omri, Connor Ding, Tsachy Weissman +1
Modern vision language pipelines are driven by RGB vision encoders trained on massive image text corpora. While these pipelines have enabled impressive zero-shot capabilities and s…
cs.CV2025
Token Sequence Compression for Efficient Multimodal Computing
Yasmine Omri, Parth Shroff, Thierry Tambe
The exponential growth of Large Multimodal Models (LMMs) has driven advancements in cross-modal reasoning but at significant computational costs. In this work, we focus on visual l…