Author

Minchan Jeong

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#machine learning Feb 2019

Robust Streaming PCA

This work analyzes the convergence of the noisy power method and Oja's algorithm, both studied for the stationary data generating model, and argues that the noisy power method is rate-optimal in this setting.

D. Bienstock, Minchan Jeong, A. Shukla et al. · Neural Information Processin... · 8 citations · ⚡1

2025

DPAIL: Training Diffusion Policy for Adversarial Imitation Learning without Policy Optimization

DPAIL, an adversarial IL framework that leverages diffusion models as a policy class to enhance expressiveness, trains a diffusion policy using a binary cross-entropy objective to distinguish expert trajectories from generated ones to enable optimization of the diffusion policy.

Yunseon Choi, Minchan Jeong, Soobin Um et al. · Neural Information Processin... · 0 citations