Research Integrity and Reproducibility Questions

Principles and practices that ensure scientific rigor, reproducible results, and ethical conduct in research. Topics include experiment logging and version control, release of code and data when appropriate, specification of random seeds and environment information, ablation and sensitivity analysis, transparent reporting of negative results, management of conflicts of interest, and reproducible pipelines and continuous evaluation. Candidates should be able to describe workflows, tooling, and team practices that make results verifiable and trustworthy.