Search Results for author: Wen-Syan Li

Found 5 papers, 0 papers with code

VeML: An End-to-End Machine Learning Lifecycle for Large-scale and High-dimensional Data

no code implementations25 Apr 2023 Van-Duc Le, Cuong-Tien Bui, Wen-Syan Li

Another critical issue is the model accuracy degradation by the difference between training data and testing data during the ML lifetime, which leads to lifecycle rebuild.

Management

INGREX: An Interactive Explanation Framework for Graph Neural Networks

no code implementations3 Nov 2022 Tien-Cuong Bui, Van-Duc Le, Wen-Syan Li, Sang Kyun Cha

Graph Neural Networks (GNNs) are widely used in many modern applications, necessitating explanations for their decisions.

Toward Multiple Specialty Learners for Explaining GNNs via Online Knowledge Distillation

no code implementations20 Oct 2022 Tien-Cuong Bui, Van-Duc Le, Wen-Syan Li, Sang Kyun Cha

Therefore, we propose a novel GNN explanation framework named SCALE, which is general and fast for explaining predictions.

Knowledge Distillation

PGX: A Multi-level GNN Explanation Framework Based on Separate Knowledge Distillation Processes

no code implementations5 Aug 2022 Tien-Cuong Bui, Wen-Syan Li, Sang-Kyun Cha

To address these challenges, we propose a multi-level GNN explanation framework based on an observation that GNN is a multimodal learning process of multiple components in graph data.

Knowledge Distillation Representation Learning

Real-time Mask Detection on Google Edge TPU

no code implementations9 Oct 2020 Keondo Park, Wonyoung Jang, Woochul Lee, Kisung Nam, Kihong Seong, Kyuwook Chai, Wen-Syan Li

After the COVID-19 outbreak, it has become important to automatically detect whether people are wearing masks in order to reduce risk of front-line workers.

Quantization

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