2 papers
cs.LG2026
Shapelets-Enriched Selective Forecasting using Time Series Foundation Models
Shivani Tomar, Seshu Tirupathi, Elizabeth Daly +1
Time series foundation models have recently gained a lot of attention due to their ability to model complex time series data encompassing different domains including traffic, energ…
cs.LG2025
Optimistic Exploration for Risk-Averse Constrained Reinforcement Learning
James McCarthy, Radu Marinescu, Elizabeth Daly +1
Risk-averse Constrained Reinforcement Learning (RaCRL) aims to learn policies that minimise the likelihood of rare and catastrophic constraint violations caused by an environment's…