Browse Paper Types: Seven-Vector Contribution Taxonomy on Hunter Heidenreich | ML Research Scientisthttps://hunterheidenreich.com/paper-types/Recent content in Browse Paper Types: Seven-Vector Contribution Taxonomy on Hunter Heidenreich | ML Research ScientistHunter Heidenreich | ML Research Scientisthttps://hunterheidenreich.com/img/avatar.webphttps://hunterheidenreich.com/img/avatar.webpHugo -- 0.147.7en-US2026 Hunter HeidenreichSun, 12 Apr 2026 00:00:00 +0000Theory Papers: Formal Analysis, Proofs, and Derivationshttps://hunterheidenreich.com/paper-types/theory/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/theory/Papers whose primary contribution is a mathematical proof, generalization bound, or physical derivation explaining why an approach works.Systematization Papers: Surveys, Reviews, and Taxonomieshttps://hunterheidenreich.com/paper-types/systematization/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/systematization/Papers whose primary contribution is organizing and synthesizing existing literature into surveys, reviews, or new taxonomies.Resource Papers: Datasets, Benchmarks, and Infrastructurehttps://hunterheidenreich.com/paper-types/resource/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/resource/Papers whose primary contribution is a dataset, benchmark suite, or open-source infrastructure released to the research community.Position Papers: Perspectives, Critiques, and Meta-Sciencehttps://hunterheidenreich.com/paper-types/position/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/position/Papers whose primary contribution is an argument for a change in community norms, research direction, or evaluation practice.Method Papers: New Algorithms, Architectures, and Mechanismshttps://hunterheidenreich.com/paper-types/method/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/method/Papers whose primary contribution is a new algorithm, architecture, or approximation for AI and physical sciences research.Discovery Papers: Validated Empirical Findings Using AIhttps://hunterheidenreich.com/paper-types/discovery/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/discovery/Papers whose primary contribution is a new empirical finding (material, molecule, or phenomenon) confirmed by independent experiment or simulation.Application Papers: Transferring Methods to New Domainshttps://hunterheidenreich.com/paper-types/application/Sun, 12 Apr 2026 00:00:00 +0000https://hunterheidenreich.com/paper-types/application/Papers whose primary contribution is applying an existing method to a new scientific domain or task, demonstrating feasibility of transfer.