Journal of Combinatorial Optimization, Journal Year: 2024, Volume and Issue: 49(1)
Published: Nov. 14, 2024
Language: Английский
Journal of Combinatorial Optimization, Journal Year: 2024, Volume and Issue: 49(1)
Published: Nov. 14, 2024
Language: Английский
Applied Energy, Journal Year: 2025, Volume and Issue: 383, P. 125341 - 125341
Published: Jan. 16, 2025
Language: Английский
Citations
4Applied Soft Computing, Journal Year: 2024, Volume and Issue: 159, P. 111616 - 111616
Published: April 16, 2024
Language: Английский
Citations
12Swarm and Evolutionary Computation, Journal Year: 2024, Volume and Issue: 89, P. 101535 - 101535
Published: June 24, 2024
Language: Английский
Citations
9Applied Soft Computing, Journal Year: 2025, Volume and Issue: unknown, P. 112874 - 112874
Published: Feb. 1, 2025
Language: Английский
Citations
1ACM Transactions on Evolutionary Learning and Optimization, Journal Year: 2024, Volume and Issue: 4(3), P. 1 - 23
Published: July 23, 2024
The field of adversarial textual attack has significantly grown over the past few years, where commonly considered objective is to craft examples (AEs) that can successfully fool target model. However, imperceptibility attacks, which also essential for practical attackers, often left out by previous studies. In consequence, crafted AEs tend have obvious structural and semantic differences from original human-written text, making them easily perceptible. this work, we advocate leveraging multi-objectivization address such an issue. Specifically, reformulate problem crafting as a multi-objective optimization problem, auxiliary objective. Then, propose simple yet effective evolutionary algorithm, dubbed HydraText, solve problem. HydraText be effectively applied both score-based decision-based settings. Exhaustive experiments involving 44,237 instances demonstrate consistently achieves competitive success rates better than recently proposed approaches. A human evaluation study shows are more indistinguishable text. Finally, these exhibit good transferability bring notable robustness improvement model training.
Language: Английский
Citations
7Information Sciences, Journal Year: 2024, Volume and Issue: 677, P. 120887 - 120887
Published: June 6, 2024
Language: Английский
Citations
7Computers & Operations Research, Journal Year: 2025, Volume and Issue: unknown, P. 106979 - 106979
Published: Jan. 1, 2025
Language: Английский
Citations
0Expert Systems with Applications, Journal Year: 2025, Volume and Issue: unknown, P. 127374 - 127374
Published: March 1, 2025
Language: Английский
Citations
0Swarm and Evolutionary Computation, Journal Year: 2025, Volume and Issue: 95, P. 101931 - 101931
Published: April 11, 2025
Language: Английский
Citations
0Information Sciences, Journal Year: 2024, Volume and Issue: 686, P. 121364 - 121364
Published: Aug. 22, 2024
Language: Английский
Citations
3