Faris Chaudhry

Articles by Faris Chaudhry

Academic · 1 min

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

14 views Mar 16

Academic · 1 min

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

20 views Mar 16

Faris Chaudhry

Articles by Faris Chaudhry

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

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

JCG, PC

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