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cs.LG2026
Physics Aware Neural Networks: Denoising for Magnetic Navigation
Aritra Das, Yashas Shende, Muskaan Chugh +3
Magnetic-anomaly navigation, leveraging small-scale variations in the Earth's magnetic field, is a promising alternative when GPS is unavailable or compromised. Airborne systems fa…
cs.LG2026
Oscillators Are All You Need: Irregular Time Series Modelling via Damped Harmonic Oscillators with Closed-Form Solutions
Yashas Shende, Aritra Das, Reva Laxmi Chauhan +2
Transformers excel at time series modelling through attention mechanisms that capture long-term temporal patterns. However, they assume uniform time intervals and therefore struggl…