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Jiahao He

4 accepted papers

2025

FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion

NeurIPS 2025spotlight

Diffusion generative models have become the standard for producing high-quality, coherent video content, yet their slow inference speeds and high computational demands hinder practical deployment. Although both quantization and sparsity can independently accelerate inference while maintaining genera…

Cited by 0SourceScholar
2025

Lightweight Multi-Frequency Enhancement Network for RGB-D Video Salient Object Detection

ICASSP 2025accepted

RGB-D Video Salient Object Detection has gained increasing interest, but existing models often struggle to balance efficiency and accuracy, hindering their applications on resource-constrained devices. A key challenge in designing lightweight models is maintaining accuracy while reducing parameters.…

Cited by 0SourceScholar
2025

Samba: A Unified Mamba-based Framework for General Salient Object Detection

CVPR 2025highlight

Existing salient object detection (SOD) models primarily resort to convolutional neural networks (CNNs) and Transformers. However, the limited receptive fields of CNNs and quadratic computational complexity of transformers both constrain the performance of current models on discovering attention-gra…

2022

A Reduction from Linear Contextual Bandits Lower Bounds to Estimations Lower Bounds

ICML 2022spotlight

Linear contextual bandits and their variants are usually solved using algorithms guided by parameter estimation. Cauchy-Schwartz inequality established that estimation errors dominate algorithm regrets, and thus, accurate estimators suffice to guarantee algorithms with low regrets. In this paper, we…

Cited by 16SourcePDFScholar