Research map / Learning theory and algorithms / Submodular and game algorithms
Constrained Submodular Optimization for Vaccine Design
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Optivax-P instead of random peptide selection | Peptide vaccine selection · 2,000 randomly generated settings | objective score | Helped |
| Use Optivax-P instead of linear approximation | Peptide vaccine selection · 2,000 randomly generated settings | objective score | Helped |
| Select peptides with Optivax-P using the diminishing-returns objective | SARS-CoV-2 vaccine design · SARS-CoV-2 vaccine design | U5 objective | Helped |
| Optimize with Optivax-P's diminishing-returns objective rather than previous design approaches | 19-peptide vaccine designs · SARS-CoV-2 vaccine design, n-times coverage evaluation | n-times coverage | Mixed |
Closest papers by meaning
- Immunogenicity Prediction with Dual Attention Enables Vaccine Target Selection (ICLR 2025 · similarity 0.84)
- Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences (ICLR 2025 · similarity 0.82)
- Reliable Algorithm Selection for Machine Learning-Guided Design (ICML 2025 · similarity 0.82)
- Antibody Design Using a Score-based Diffusion Model Guided by Evolutionary, Physical and Geometric Constraints (ICML 2024 · similarity 0.81)
- Robust Model-Based Optimization for Challenging Fitness Landscapes (ICLR 2024 · similarity 0.80)
- Antigen-Specific Antibody Design via Direct Energy-based Preference Optimization (NeurIPS 2024 · similarity 0.80)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.
