Research Topics

Cloud Continuum

Advanced Dataset Condensation

Sub Project 2 - A

  • Prof. Sung-Ho Bae

Dataset condensation fusion for high-efficiency

  • Model-agnostic dataset aondensation for extensive use on various model
  • Neural architecture search evaluation on candidate network for resource reduce

Dataset condensation fusion advancement

  • Secured dataset condensation to avoid adversarial attack on federated learning
  • Lightweight condensation algorithm using quantization, pruning, distillation

Model-Agnostic Dataset Condensation

Robustness Dataset Condensation

Data Communication on Cloud Continuum

Sub Project 2 - B

  • Prof. Yunmook Nah

Data communication on cloud continuum

  • Data processing automation for multi-cloud orchestration
  • Service certification and communication encryption on multi-cloud

Massive data processing and transmission

  • Multi-hyper scale cloud data transmission
  • Workload based communication isolation & service orchestration on multi-cloud
  • Communication acceleration through H/W offloading on multi-cloud

Data Communication Concept on Cloud Continuum

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