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cs.LG2026
Generative Modeling in Protein Design: Neural Representations, Conditional Generation, and Evaluation Standards
Senura Hansaja Wanasekara, Minh-Duong Nguyen, Xiaochen Liu +2
Generative modeling has become a central paradigm in protein research, extending machine learning beyond structure prediction toward sequence design, backbone generation, inverse f…
cs.LG2025★ 6 cited
SC-GIR: Goal-oriented Semantic Communication via Invariant Representation Learning
Senura Hansaja Wanasekara, Van-Dinh Nguyen, Kok-Seng +3
Goal-oriented semantic communication (SC) aims to revolutionize communication systems by transmitting only task-essential information. However, current approaches face challenges s…