Search Results for author: Mingjie Zhou

Found 6 papers, 1 papers with code

Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study

1 code implementation22 May 2023 Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang

Although tables can be used as input to LLMs with serialization, there is a lack of comprehensive studies that examine whether LLMs can truly comprehend such data.

Retrieval

Approximating Probability Distributions by using Wasserstein Generative Adversarial Networks

no code implementations18 Mar 2021 Yihang Gao, Michael K. Ng, Mingjie Zhou

Studied here are Wasserstein generative adversarial networks (WGANs) with GroupSort neural networks as their discriminators.

HessianFR: An Efficient Hessian-based Follow-the-Ridge Algorithm for Minimax Optimization

no code implementations23 May 2022 Yihang Gao, Huafeng Liu, Michael K. Ng, Mingjie Zhou

Wide applications of differentiable two-player sequential games (e. g., image generation by GANs) have raised much interest and attention of researchers to study efficient and fast algorithms.

Image Generation

Learning Intrinsic and Extrinsic Intentions for Cold-start Recommendation with Neural Stochastic Processes

no code implementations MM '22: Proceedings of the 30th ACM International Conference on Multimedia 2022 Huafeng Liu, Liping Jing, Dahai Yu, Mingjie Zhou, Michael Ng

In this paper, we propose an intention neural process model (INP) for user cold-start recommendation (i. e., user with very few historical interactions), a novel extension of the neural stochastic process family using a general meta learning strategy with intrinsic and extrinsic intention learning for robust user preference learning.

Decision Making Meta-Learning

Modular Blended Attention Network for Video Question Answering

no code implementations2 Nov 2023 Mingjie Zhou

In multimodal machine learning tasks, it is due to the complexity of the assignments that the network structure, in most cases, is assembled in a sophisticated way.

Question Answering Video Question Answering

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