Three Pivots
- Focus: from broad sleep disorders to sleep apnea emphasis.
- Scope: from real-time framing to controlled benchmarking.
- Method: from exploratory ideas to implementation comparison on shared splits.
Learning
Scope reduction makes results defensible.
Before → After
Broad
Many disorders
Many disorders
Narrow
Sleep apnea
Sleep apnea
Claim
Real-time
Real-time
Benchmark
Efficiency-aware
Efficiency-aware
Evidence
Mixed setups
Mixed setups
Comparable test
Same dataset + splits
Same dataset + splits