13 citations · 14 across the 2 of their papers we have counts for
3 papers
cs.CV2022★ 1 cited
Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment
Dong Hoon Lee, Sungik Choi, Hyunwoo Kim +1
This paper proposes Mutual Information Regularized Assignment (MIRA), a pseudo-labeling algorithm for unsupervised representation learning inspired by information maximization. We…
cs.LG2019★ 13 cited
Novelty Detection Via Blurring
Sungik Choi, Sae-Young Chung
Conventional out-of-distribution (OOD) detection schemes based on variational autoencoder or Random Network Distillation (RND) have been observed to assign lower uncertainty to the…
cs.LG2018
Sample-Efficient Deep Reinforcement Learning via Episodic Backward Update
Su Young Lee, Sungik Choi, Sae-Young Chung
We propose Episodic Backward Update (EBU) - a novel deep reinforcement learning algorithm with a direct value propagation. In contrast to the conventional use of the experience rep…