Minkyu Kim | DeepAI

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Featured Co-authors

Peter Stone
126 publications
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105 publications
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71 publications
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58 publications
Scott Niekum
45 publications
Tae-Hyun Oh
45 publications
Luis Sentis
42 publications
Una-May O'Reilly
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Kyung-Min Kim
21 publications
Sunghun Kim
20 publications

∙ 07/03/2023

Squeezing Large-Scale Diffusion Models for Mobile

The emergence of diffusion models has greatly broadened the scope of hig...

0 Jiwoong Choi, et al. ∙

∙ 03/30/2023

Prefix tuning for automated audio captioning

Audio captioning aims to generate text descriptions from environmental s...

0 Minkyu Kim, et al. ∙

∙ 09/30/2022

Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature Interactions

Black-box models, such as deep neural networks, exhibit superior predict...

0 Minkyu Kim, et al. ∙

∙ 04/07/2022

Explicit Feature Interaction-aware Graph Neural Networks

Graph neural networks are powerful methods to handle graph-structured da...

0 Minkyu Kim, et al. ∙

∙ 03/02/2022

KC-TSS: An Algorithm for Heterogeneous Robot Teams Performing Resilient Target Search

This paper proposes KC-TSS: K-Clustered-Traveling Salesman Based Search,...

0 Minkyu Kim, et al. ∙

∙ 11/17/2021

SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness

Randomized smoothing is currently a state-of-the-art method to construct...

0 Jongheon Jeong, et al. ∙

∙ 09/05/2021

Global-Local Item Embedding for Temporal Set Prediction

Temporal set prediction is becoming increasingly important as many compa...

0 Seungjae Jung, et al. ∙

∙ 07/27/2021

Information-Theoretic Based Target Search with Multiple Agents

This paper proposes an online path planning and motion generation algori...

0 Minkyu Kim, et al. ∙

∙ 05/24/2021

One4all User Representation for Recommender Systems in E-commerce

General-purpose representation learning through large-scale pre-training...

0 Kyuyong Shin, et al. ∙

∙ 12/14/2019

Active Object Tracking using Context Estimation: Handling Occlusions and Detecting Missing Targets

When performing visual servoing or object tracking tasks, active sensor ...

0 Minkyu Kim, et al. ∙

∙ 07/24/2019

Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation

Graph Neural Networks (GNNs) have been emerging as a promising method fo...

0 Kyung-Min Kim, et al. ∙

∙ 03/04/2019

Toward Achieving Formal Guarantees for Human-Aware Controllers in Human-Robot Interactions

With the primary objective of human-robot interaction being to support h...

0 Rachel Schlossman, et al. ∙

∙ 11/08/2018

LAAIR: A Layered Architecture for Autonomous Interactive Robots

When developing general purpose robots, the overarching software archite...

0 Yuqian Jiang, et al. ∙

∙ 10/08/2018

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

Many hyperparameter optimization (HyperOpt) methods assume restricted co...

0 Jinwoong Kim, et al. ∙

∙ 10/08/2018

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

The boom of deep learning induced many industries and academies to intro...

0 Hanjoo Kim, et al. ∙

∙ 09/24/2018

An Architecture for Person-Following using Active Target Search

This paper addresses a novel architecture for person-following robots us...

0 Minkyu Kim, et al. ∙

∙ 09/24/2018

Social Navigation Planning Based on People's Awareness of Robots

When mobile robots maneuver near people, they run the risk of rudely blo...

0 Minkyu Kim, et al. ∙

∙ 12/16/2017

NSML: A Machine Learning Platform That Enables You to Focus on Your Models

Machine learning libraries such as TensorFlow and PyTorch simplify model...

0 Nako Sung, et al. ∙

∙ 09/29/2016

Comprehensive Evaluation of OpenCL-based Convolutional Neural Network Accelerators in Xilinx and Altera FPGAs

Deep learning has significantly advanced the state of the art in artific...

0 R. Tapiador, et al. ∙

∙ 02/07/2007

Genetic Representations for Evolutionary Minimization of Network Coding Resources

We demonstrate how a genetic algorithm solves the problem of minimizing ...

0 Minkyu Kim, et al. ∙

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