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47 lines
1.5 KiB
ReStructuredText
47 lines
1.5 KiB
ReStructuredText
Search Methods API Reference
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============================
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:class:`~textattack.search_methods.SearchMethod` attempts to find the optimal set of perturbations that will produce an adversarial example.
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Finding such optimal perturbations becomes a combinatorial optimization problem, and search methods are typically heuristic search algorithms designed
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to solve the underlying combinatorial problem.
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More in-depth study of search algorithms for NLP adversarial attacks can be found in the following work
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`Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples <https://arxiv.org/abs/2009.06368>`_
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by Jin Yong Yoo, John X. Morris, Eli Lifland, and Yanjun Qi.
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SearchMethod
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------------
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.. autoclass:: textattack.search_methods.SearchMethod
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:members:
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BeamSearch
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------------
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.. autoclass:: textattack.search_methods.BeamSearch
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:members:
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GreedySearch
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------------
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.. autoclass:: textattack.search_methods.GreedySearch
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:members:
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GreedyWordSwapWIR
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------------------
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.. autoclass:: textattack.search_methods.GreedyWordSwapWIR
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:members:
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AlzantotGeneticAlgorithm
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-------------------------
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.. autoclass:: textattack.search_methods.AlzantotGeneticAlgorithm
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:members:
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ImprovedGeneticAlgorithm
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-------------------------
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.. autoclass:: textattack.search_methods.ImprovedGeneticAlgorithm
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:members:
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ParticleSwarmOptimization
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--------------------------
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.. autoclass:: textattack.search_methods.ParticleSwarmOptimization
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:members:
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