Seungkwan Kang

Title: Seungkwan Kang: Innovator in Neural Network Technologies

Introduction

Seungkwan Kang is a prominent inventor based in Daejeon, South Korea. He has made significant contributions to the field of neural networks and data storage technologies. With a total of two patents to his name, Kang's work focuses on enhancing the efficiency of graph neural networks and data storage devices.

Latest Patents

Kang's latest patents include a "Method and apparatus for accelerating GNN pre-processing." This invention provides an apparatus designed to accelerate the pre-processing of graph neural networks. The apparatus features a set-partitioning accelerator that sorts each edge of an original graph stored in a coordinate list format. It performs radix sorting based on vertex identification to generate a COO array and conducts uniform random sampling on selected nodes. Additionally, it includes a merger to create a sorted COO array and a re-indexer for assigning new consecutive vertex IDs.

Another notable patent is the "Data storage device for determining a write address using a neural network." This device comprises nonvolatile memory devices with multiple unit storage spaces. It features an address recommending circuit that utilizes a neural network to recommend a unit storage space for processing write requests. The circuit generates feature data based on request information and target addresses, enhancing the efficiency of data storage.

Career Highlights

Seungkwan Kang has worked with esteemed organizations such as the Korea Advanced Institute of Science and Technology and SK Hynix Inc. His experience in these institutions has allowed him to develop innovative solutions in the realm of technology and data processing.

Collaborations

Kang has collaborated with notable colleagues, including Junhyeok Jang and Myoungsoo Jung. Their teamwork has contributed to advancements in their respective fields.

Conclusion

Seungkwan Kang is a distinguished inventor whose work in neural networks and data storage has the potential to revolutionize technology. His patents reflect a commitment to innovation and efficiency in data processing.