Exploring SVM and CNN Behavior Across Kepler Optical Light Curves and TART Radio Visibilities

The research study is organized around the following objectives and contributions:
• Formulate a shared binary quality-control experiment that distinguishes original observations from deterministically corrupted copies using four analogous, modality-specific corruption categories at three severity levels.
• Construct provenance-tracked, source-disjoint Kepler and TART workflows with an equal-condition stress grid applied to every held-out source.
• Explore SVM and CNN behavior through a matched cross-modality design using balanced test metrics, source-level bootstrap intervals, and a 60-session TART sensitivity analysis, without claiming novelty for the individual algorithms or corruption concepts.