Search Results for author: Yaoyao Zhu

Found 4 papers, 2 papers with code

MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting

no code implementations26 May 2024 Xiuding Cai, Yaoyao Zhu, Xueyao Wang, Yu Yao

A recent model, Mamba, based on selective state space models (SSMs), has emerged as a competitive alternative to Transformer, offering comparable performance with higher throughput and linear complexity related to sequence length.

Bayesian Random Semantic Data Augmentation for Medical Image Classification

1 code implementation10 Mar 2024 Yaoyao Zhu, Xiuding Cai, Xueyao Wang, Yu Yao

However, these approaches encounter notable limitations: image transformation-based and automated data augmentation techniques cannot implement semantic transformations, leading to a constrained variety of augmented samples, and generative data augmentation methods are computationally expensive.

Data Augmentation Image Classification +1

Towards Real-World Applications of Personalized Anesthesia Using Policy Constraint Q Learning for Propofol Infusion Control

no code implementations17 Mar 2023 Xiuding Cai, Jiao Chen, Yaoyao Zhu, Beimin Wang, Yu Yao

In this paper, Policy Constraint Q-Learning (PCQL), a data-driven reinforcement learning algorithm for solving the problem of learning anesthesia strategies on real clinical datasets, is proposed.

Q-Learning reinforcement-learning +1

Rethinking the Paradigm of Content Constraints in Unpaired Image-to-Image Translation

1 code implementation20 Nov 2022 Xiuding Cai, Yaoyao Zhu, Dong Miao, Linjie Fu, Yu Yao

In this paper, we propose EnCo, a simple but efficient way to maintain the content by constraining the representational similarity in the latent space of patch-level features from the same stage of the \textbf{En}coder and de\textbf{Co}der of the generator.

Contrastive Learning Image-to-Image Translation +1

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