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Pinrui Yu

3 accepted papers

2024

FasterVD: On Acceleration of Video Diffusion Models

IJCAI 2024poster

Equipped with Denoising Diffusion Probabilistic Models, video content generation has gained significant research interest recently. However, diffusion pipelines call for intensive computation and model storage, which poses challenges for their wide and efficient deployment. In this work, we address…

Cited by 0SourcePDFScholar
2024

Pruning Foundation Models for High Accuracy without Retraining

EMNLP 2024finding

Despite the superior performance, it is challenging to deploy large language models (LLMs) due to their massive parameters and computations. While pruning is a promising technique to reduce model size and accelerate the inference, the traditional pruning techniques can hardly be applied for LLMs as…

2023

HotBEV: Hardware-oriented Transformer-based Multi-View 3D Detector for BEV Perception

NeurIPS 2023poster

The bird's-eye-view (BEV) perception plays a critical role in autonomous driving systems, involving the accurate and efficient detection and tracking of objects from a top-down perspective. To achieve real-time decision-making in self-driving scenarios, low-latency computation is essential. While re…

Cited by 5SourcePDFScholar