Papers by Rohit Ramkumar
Overcoming Black-box Attack Inefficiency with Hybrid and Dynamic Select Algorithms (2025.findings-emnlp)
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| Challenge: | Existing black-box attack methods require large number of queries, making them inefficient and impractical for researchers. |
| Approach: | proposed new attack selection strategies combine strengths of previous selection algorithms . Hybrid Select merges generalized BinarySelect techniques with GreedySelection . Dynamic Select learns which lengths of texts each selection method should be applied to . |
| Outcome: | proposed methods combine the strengths of previous selection algorithms to improve performance. |