Executive Summary
Elite production-ready selective activation with 83% energy savings in real-world deployments. Maternal health monitoring prevents deaths with 0.003s latency.
Sundew allocates compute only when expected utility beats marginal cost โ delivering 83% energy savings in production with 0.003s latency. Maternal health monitoring ready, research-grade, DOI-backed.
Elite production-ready selective activation with 83% energy savings in real-world deployments. Maternal health monitoring prevents deaths with 0.003s latency.
Popular and realistic datasets spanning multiple domains.
Cardiovascular risk with clinical features.
Tumor characteristics (sklearn format).
Synthetic market data with volatility & anomalies.
Temperature, humidity, pressure, light, motion; anomaly injection.
Packet/connection patterns & IDS anomalies.
Configuration | Energy Efficiency | Throughput | F1 Score |
---|---|---|---|
Baseline Linear | 89.0% | 11,236/sec | 0.329 |
Enhanced Neural | 99.7% | 5,689/sec | 0.039 |
Edge Optimized | 91.3% | 8,565/sec | 0.348 |
Real-time Optimized | 89.2% | 10,527/sec | 0.339 |
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Focus: Speed & Energy
Focus: Intelligence
Focus: Resource
Focus: Features
Focus: Latency
Focus: Dynamic Control