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cs.LG2026
Conditional Unbalanced Optimal Transport Maps: An Outlier-Robust Framework for Conditional Generative Modeling
Jiwoo Yoon, Kyumin Choi, Jaewoong Choi
Conditional Optimal Transport (COT) problem aims to find a transport map between conditional source and target distributions while minimizing the transport cost. Recently, these tr…
cs.LG2024
XMOL: Explainable Multi-property Optimization of Molecules
Aye Phyu Phyu Aung, Jay Chaudhary, Ji Wei Yoon +1
Molecular optimization is a key challenge in drug discovery and material science domain, involving the design of molecules with desired properties. Existing methods focus predomina…
cs.LG2024
Self-evolving Autoencoder Embedded Q-Network
J. Senthilnath, Bangjian Zhou, Zhen Wei Ng +7
In the realm of sequential decision-making tasks, the exploration capability of a reinforcement learning (RL) agent is paramount for achieving high rewards through interactions wit…