3 papers
cs.LG2026
Joint 3D Gravity and Magnetic Inversion via Rectified Flow and Ginzburg-Landau Guidance
Dhruman Gupta, Yashas Shende, Aritra Das +2
Subsurface ore detection is of paramount importance given the rising depletion of shallow mineral resources in recent years. It is crucial to explore approaches that go beyond the…
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…