Collaborative Editing in Computational Notebooks: Resolving Conflicts and Preserving Shared Context

Real-time collaborative editing in computational notebooks can improve data science teamwork, but introduces new challenges around editing conflicts and preserving shared context. This paper proposes a set of interactive techniques, including cell-level access control, variable-level access control, and parallel cell groups, to minimize collaboration friction while maintaining the readability of the shared notebook.