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20172022
most citedNSML: Meet the MLaaS platform with a real-world case study

107 citations · 263 across the 14 of their papers we have counts for

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Showing 2018Show all

5 papers · 1 filter

cs.RO2018★ 11 cited

LAAIR: A Layered Architecture for Autonomous Interactive Robots

Yuqian Jiang, Nick Walker, Minkyu Kim +6

When developing general purpose robots, the overarching software architecture can greatly affect the ease of accomplishing various tasks. Initial efforts to create unified robot sy…

cs.LG2018★ 9 cited

CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms

Jinwoong Kim, Minkyu Kim, Heungseok Park +6

Many hyperparameter optimization (HyperOpt) methods assume restricted computing resources and mainly focus on enhancing performance. Here we propose a novel cloud-based HyperOpt (C…

cs.DC2018★ 107 cited

NSML: Meet the MLaaS platform with a real-world case study

Hanjoo Kim, Minkyu Kim, Dongjoo Seo +9

The boom of deep learning induced many industries and academies to introduce machine learning based approaches into their concern, competitively. However, existing machine learning…

cs.RO2018★ 18 cited

An Architecture for Person-Following using Active Target Search

Minkyu Kim, Miguel Arduengo, Nick Walker +4

This paper addresses a novel architecture for person-following robots using active search. The proposed system can be applied in real-time to general mobile robots for learning fea…

cs.RO2018

Social Navigation Planning Based on People's Awareness of Robots

Minkyu Kim, Jaemin Lee, Steven Jens Jorgensen +1

When mobile robots maneuver near people, they run the risk of rudely blocking their paths; but not all people behave the same around robots. People that have not noticed the robot…