About Ananya Kumar

Every entry that fed the multi-agent compile above. Inline citation markers in the wiki text (like [1], [2]) are not yet individually linked to specific sources — this is the full set of sources the compile considered.

1. Second-Order Optimization Resolves Gradient Conflicts in PINNs, Enabling Turbulent Flow Simulationpaper · 2026-05-12
2. Relative Confidence Estimation Outperforms Absolute Self-Assessment in LLMspaper · 2026-05-12
3. Mollifier Layers Replace Autodiff for High-Order PDE Derivatives in Physics-Informed MLpaper · 2026-05-12
4. Generative Classifiers Beat Discriminative Models on Distribution Shift by Modeling All Featurespaper · 2026-05-12