Search Results for author: Yuwen Zhang

Found 4 papers, 1 papers with code

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

no code implementations4 Jan 2024 Xiaoding Lu, Zongyi Liu, Adian Liusie, Vyas Raina, Vineet Mudupalli, Yuwen Zhang, William Beauchamp

In conversational AI research, there's a noticeable trend towards developing models with a larger number of parameters, exemplified by models like ChatGPT.

BayesFT: Bayesian Optimization for Fault Tolerant Neural Network Architecture

no code implementations30 Sep 2022 Nanyang Ye, Jingbiao Mei, Zhicheng Fang, Yuwen Zhang, Ziqing Zhang, Huaying Wu, Xiaoyao Liang

For neural architecture search space design, instead of conducting neural architecture search on the whole feasible neural architecture search space, we first systematically explore the weight drifting tolerance of different neural network components, such as dropout, normalization, number of layers, and activation functions in which dropout is found to be able to improve the neural network robustness to weight drifting.

Bayesian Optimization Image Classification +3

Long-run User Value Optimization in Recommender Systems through Content Creation Modeling

no code implementations25 Apr 2022 Akos Lada, Xiaoxuan Liu, Jens Rischbieth, Yi Wang, Yuwen Zhang

Content recommender systems are generally adept at maximizing immediate user satisfaction but to optimize for the \textit{long-run} user value, we need more statistically sophisticated solutions than off-the-shelf simple recommender algorithms.

BIG-bench Machine Learning Recommendation Systems

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