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Home Sung Whan Yoon

A New Approach to Boosting AI Learning Efficiency through Unsupervised Multimodal Data Integration

The findings have been accepted to the 13th International Conference on Learning Representations (ICLR), one of the top three conferences in AI and deep learning.

A New Approach to Boosting AI Learning Efficiency through Unsupervised Multimodal Data Integration

Abstract Learning with multiple modalities has recently demonstrated significant gains in many domains by maximizing the shared information across modalities. However, the current approaches strongly rely on high-quality paired datasets, wh... Read More

May 15, 2025 By JooHyeon Heo Research
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AI Reinforcement Learning Breakthrough for Accurate Decision-Making in Unknown Situations

Their ICLR paper titled "Flat Reward in Policy Parameter Space Implies Robust Reinforcement Learning" has been selected as Oral, which is Top 1.8% of all submissions.

AI Reinforcement Learning Breakthrough for Accurate Decision-Making in Unknown Situations

Abstract Investigating flat minima on loss surfaces in parameter space is well-documented in the supervised learning context, highlighting its advantages for model generalization. However, limited attention has been paid to the reinforcemen... Read More

Apr 21, 2025 By JooHyeon Heo Research
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Preventing Personal Information Infringement in AI Progress with Federated Learning

The findings of this research have been published in the International Conference on Machine Learning (ICML) on July 20, 2024.

Preventing Personal Information Infringement in AI Progress with Federated Learning

Abstract Albeit the success of federated learning (FL) in decentralized training, bolstering the generalization of models by overcoming heterogeneity across clients still remains a huge challenge. To aim at improved generalization of FL, a... Read More

Aug 08, 2024 By JooHyeon Heo Research
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Global News

  • New Smartphone App Offers Convenient Way to Diagnose Sleep Apnea
  • [Korea Bizwire] June, 4, 2024

  • New study finds clue to predict pancreatic cancer's progression and metastasis
  • [Korea Biomedical Rev.] June, 4, 2024

  • Study reveals promising technology for sepsis treatment using functional magnetic nanoclusters
  • [Phys.org] May,27, 2024

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