3 papers
cs.LG2026
Regime-Calibrated Fleet Repositioning with a Spatial Queue-Regret Decomposition
Indar Kumar, Akanksha Tiwari
Ride-hailing and autonomous mobility-on-demand operators reposition idle supply before future demand is fully observed. We study a retrieval-calibrated predict-then-optimize approa…
cs.LG2026
PCA-Driven Adaptive Sensor Triage for Edge AI Inference
Ankit Hemant Lade, Sai Krishna Jasti, Nikhil Sinha +2
Multi-channel sensor networks in industrial IoT often exceed available bandwidth. We propose PCA-Triage, a streaming algorithm that converts incremental PCA loadings into proportio…
cs.LG2026
RG-TTA: Regime-Guided Meta-Control for Test-Time Adaptation in Streaming Time Series
Indar Kumar, Akanksha Tiwari, Sai Krishna Jasti +1
Test-time adaptation (TTA) enables neural forecasters to adapt to distribution shifts in streaming time series, but existing methods apply the same adaptation intensity regardless…