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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.GT2026
Truthful Reverse Auctions for Adaptive Selection via Contextual Multi-Armed Bandits
Pronoy Patra, Sankarshan Damle, Manisha Padala +1
We study the problem of selecting large language models (LLMs) for user queries in settings where multiple LLM providers submit the cost of solving a query. From the users' perspec…