← Search

Jayantha Obeysekera

2 accepted papers

2025

FIDLAR: Forecast-Informed Deep Learning Architecture for Flood Mitigation

AAAI 2025technical

In coastal river systems, floods, often during major storms or king tides, severely threaten lives and property. However, hydraulic structures such as dams, gates, pumps, and reservoirs exist in these river systems, and these floods can be mitigated or even prevented by strategically releasing water…

2024

TimeX++: Learning Time-Series Explanations with Information Bottleneck

ICML 2024poster

Explaining deep learning models operating on time series data is crucial in various applications of interest which require interpretable and transparent insights from time series signals. In this work, we investigate this problem from an information theoretic perspective and show that most existing…