3 papers
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…
cs.LG2025
Tab-Shapley: Identifying Top-k Tabular Data Quality Insights
Manisha Padala, Lokesh Nagalapatti, Atharv Tyagi +2
We present an unsupervised method for aggregating anomalies in tabular datasets by identifying the top-k tabular data quality insights. Each insight consists of a set of anomalous…