Physics CS ML

resume, github

Workshop Papers

• Meta-Learning and Self-Supervised Pretraining for Storm Event Imagery Translation: Write-up, presentation (@ AI for Earth and Space Science ICLR22 workshop)

Preprints

• Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural Networks: Preprint, Slides

Class Projects

• Last Iterate Convergence of the EG Method for Variationally Coherent Min-Max Problems: Write-up, Slides
• Meta-learning for Multi-Task Symbolic Regression: Write-up, Slides, Code
• Physics-Inspired Phase-Coded Bayesian Neural Networks: Write-up

Notes

These notes contain direct excerpt from relevant papers/ lecture notes/ videos.

• Vector and Matrix norms
• Hopfield networks
• Non-Equilibrium stat mech
• Stat-mech Inspired Methods
• VAE
• Median of Means
• Diffusion Models
• GPU Puzzles