3 papers
cs.LG2025
HADL Framework for Noise Resilient Long-Term Time Series Forecasting
Aditya Dey, Jonas Kusch, Fadi Al Machot
Long-term time series forecasting is critical in domains such as finance, economics, and energy, where accurate and reliable predictions over extended horizons drive strategic deci…
math.NA2025
An Augmented Backward-Corrected Projector Splitting Integrator for Dynamical Low-Rank Training
Jonas Kusch, Steffen Schotthöfer, Alexandra Walter
Layer factorization has emerged as a widely used technique for training memory-efficient neural networks. However, layer factorization methods face several challenges, particularly…
math.NA2025
A Deterministic Dynamical Low-rank Approach for Charged Particle Transport
Pia Stammer, Tiberiu Burlacu, Niklas Wahl +2
Deterministically solving charged particle transport problems at a sufficient spatial and angular resolution is often prohibitively expensive, especially due to their highly forwar…