Author

Hyunsouk Cho

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Preprint Aug 2026

Learning Sample-wise Rank-aware Interpolation Weights for Composed Visual Data Retrieval

This work revisits the efficacy of simple linear interpolation within an embedding space, and introduces SRAIN, the first framework that dynamically predicts query-specific interpolation weights, and achieves the best in composed video retrieval and matches the current state of the art in composed image retrieval.

Boseung Jeong, T. Park, Donghyeon Kwon et al. · 1 citation

Open access Aug 2026

Closed-Loop Solid-State Synthesis Planning for Materials Discovery With Large Language Models.

Developing reliable synthesis routes for complex materials remains a major bottleneck in accelerating materials discovery. This study establishes a large language model-based framework for predicting and optimizing synthesis conditions directly from the literature data. Key synthesis information, including target compo...

Dong Won Jeon, Dong Hwi Kim, Taeyang Jeon et al. · Advances in Materials · 0 citations