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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Sungsoo Ahn

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#machine learning Oct 2024

Adaptive teachers for amortized samplers

The teacher, an auxiliary behavior model, is trained to sample high-loss regions of the student and can generalize across unexplored modes, thereby enhancing mode coverage by providing an efficient training curriculum.

Minsu Kim, Sanghyeok Choi, Taeyoung Yun et al. · 27 citations · ⚡6
Preprint Aug 2026

Packora: Systematic Design for Generative Molecular Crystal Structure Prediction

Packora is presented, a flow-based generative model for molecular CSP that jointly predicts atomic coordinates and the lattice from molecular graphs that outperforms the baselines on both structure generation and ranking benchmarks.

Nayoung Kim, Kiyoung Seong, Sungsoo Ahn · 0 citations

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