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Michele Magno

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Aug 2026

S $^{2}$ Q-VDiT$^+$: Accurate Quantized Video Diffusion Transformer with Multi-Resolution Sampling and Structural Distillation.

Large-scale video diffusion models (V-DMs) have achieved remarkable text-to-video generation quality, yet their massive computational complexity makes deployment costly. Post-Training Quantization (PTQ) offers an appealing route to accelerate inference without retraining, but existing diffusion PTQ methods remain fragi...

Wei-Lun Feng, Chuan-Guang Yang, Haotong Qin et al. · 3 citations
Preprint Aug 2026

An Energy-Proportional Multimodal and Context-Aware Vision IoT Node

This work presents an energy-proportional, context-aware vision IoT node that addresses this challenge through a heterogeneous multimodal dual-camera architecture, enabling always-on visual monitoring in a place-and-forget scenario through autonomous edge intelligence.

Julian Moosmann, P. Mayer, Luca Benini et al. · 0 citations

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