Part XIII: Trust, Safety, Evaluation, and Operations
Chapter 66  [A][R]

Distribution Shift, OOD, and Test-Time Adaptation

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Sections

  1. 66.1 Covariate, label, and concept shift in sensing (builds on the uncertainty tools of Ch 18)
  2. 66.2 OOD and novelty detection
  3. 66.3 Domain generalization for sensors (DIVERSIFY)
  4. 66.4 Test-time training and adaptation (TENT, CoTTA)
  5. 66.5 Optimization-free TTA for cross-person HAR
  6. 66.6 Monitoring risk during adaptation
  7. 66.7 Benchmarks (HAROOD, BenchHAR, WILDS)

Lab 66

evaluate a HAR model under subject/device shift; add test-time adaptation and measure the recovery.