Latest Efficient AI Research Papers

Research on model compression, quantization, efficient inference, and reducing computational costs of AI systems.

2 Papers

Efficient Camera-Controlled Video Generation of Static Scenes via Sparse Diffusion and 3D Rendering

Jieying Chen, Jeffrey Hu, Joan Lasenby +1 more

Modern video generative models based on diffusion models can produce very realistic clips, but they are computationally inefficient, often requiring minutes of GPU time for just a few seconds of video. This inefficiency poses a critical barrier to deploying generative video in applications that requ...

Jan 14, 20261

SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices

Dongting Hu, Aarush Gupta, Magzhan Gabidolla +12 more

Recent advances in diffusion transformers (DiTs) have set new standards in image generation, yet remain impractical for on-device deployment due to their high computational and memory costs. In this work, we present an efficient DiT framework tailored for mobile and edge devices that achieves transf...

Jan 13, 20267

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