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22.12.2025: Homology-Clustering, Modular On-Device Pipelines, and Generative Multi-Objective Optimization for Molecular and Protein Design
This podcast is brought to you by the Oliver Laboratory at Vanderbilt University.
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0:00 Atom: Efficient On-Device Video-Language Pipelines Through Modular Reuse (https://arxiv.org/pdf/2512.17108.pdf)
5:34 SafeBench-Seq: A Homology-Clustered, CPU-Only Baseline for Protein Hazard Screening with Physicochemical/Composition Features and Cluster-Aware Confidence Intervals (https://arxiv.org/pdf/2512.17527.pdf)
10:07 Generative Multi-Objective Bayesian Optimization with Scalable Batch Evaluations for Sample-Efficient De Novo Molecular Design (https://arxiv.org/pdf/2512.17659.pdf)
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Source code: https://github.com/OliverLaboratory/arxivreader
Contact: oliverlaboratory.com
Source code: https://github.com/OliverLaboratory/arxivreader
View all episodes
By This podcast is brought to you by the Oliver Laboratory at Vanderbilt University.
----------------------------------------
0:00 Atom: Efficient On-Device Video-Language Pipelines Through Modular Reuse (https://arxiv.org/pdf/2512.17108.pdf)
5:34 SafeBench-Seq: A Homology-Clustered, CPU-Only Baseline for Protein Hazard Screening with Physicochemical/Composition Features and Cluster-Aware Confidence Intervals (https://arxiv.org/pdf/2512.17527.pdf)
10:07 Generative Multi-Objective Bayesian Optimization with Scalable Batch Evaluations for Sample-Efficient De Novo Molecular Design (https://arxiv.org/pdf/2512.17659.pdf)
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Source code: https://github.com/OliverLaboratory/arxivreader
Contact: oliverlaboratory.com
Source code: https://github.com/OliverLaboratory/arxivreader