Faris Chaudhry

Faris Chaudhry의 전문분석자료

Academic · 약 1분

Asymptotic and Finite-Time Guarantees for Langevin-Based Temperature Annealing in InfoNCE

arXiv:2603.12552v1 Announce Type: new Abstract: The InfoNCE loss in contrastive learning depends critically on a temperature parameter, yet its dynamics under fixed versus annealed schedules …

Faris Chaudhry

조회수 75회 03.16

Academic · 약 1분

Scaling Laws and Pathologies of Single-Layer PINNs: Network Width and PDE Nonlinearity

arXiv:2603.12556v1 Announce Type: new Abstract: We establish empirical scaling laws for Single-Layer Physics-Informed Neural Networks on canonical nonlinear PDEs. We identify a dual optimization failure: …

Faris Chaudhry

조회수 92회 03.16