Placeholder chapter page. Sections are produced by the book-skills pipeline.
Sections
- 67.1 Attribution for time series (Integrated Gradients, SHAP-TS)
- 67.2 Temporal saliency and its pitfalls
- 67.3 Counterfactual sensor explanations (TSEvo, MASCOTS)
- 67.4 Concept- and prototype-based explanations
- 67.5 Root-cause graphs
- 67.6 Human-review tooling (TSInterpret, Captum)
- 67.7 Explanation faithfulness and benchmarks (XTSC-Bench)
Lab 67
explain an anomaly alert with temporal attribution and nearest similar historical events; test faithfulness.