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cs.LG2026
GF-Score: Certified Class-Conditional Robustness Evaluation with Fairness Guarantees
Arya Shah, Kaveri Visavadiya, Manisha Padala
Adversarial robustness is essential for deploying neural networks in safety-critical applications, yet standard evaluation methods either require expensive adversarial attacks or r…
cs.LG2025
In Search of Goodness: Large Scale Benchmarking of Goodness Functions for the Forward-Forward Algorithm
Arya Shah, Vaibhav Tripathi
The Forward-Forward (FF) algorithm offers a biologically plausible alternative to backpropagation, enabling neural networks to learn through local updates. However, FF's efficacy r…