Titlebook: Search-Based Software Engineering; 14th International S Mike Papadakis,Silvia Regina Vergilio Conference proceedings 2022 The Editor(s) (if

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have expanded to include combination regimens for advanced disease and expansion of treatment options in the adjuvant setting. Additionally, surgical management has evolved towards nephron-sparing and minimally invasive approaches for treatment of localized disease; the role of surgery and focal the

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James Callan,Justyna Petkeancy.Concise yet comprehensive summary of strategies for seqThe field of kidney cancer has dramatically evolved over the past several years due to notable advances. Most importantly, systemic treatment options have expanded to include combination regimens for advanced disease and expansion of treatm

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Conference proceedings 2022viewed and selected from 15 submissions. The papers deal with novel ideas and applications of search-based software engineering, focusing on engineering challenges and the application of automated approaches and optimization techniques from AI and machine learning research..

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Efficient Fairness Testing Through Hash-Based Samplinghich applies hash-based sampling techniques to the test case generation part of ., aiming to improve its testing ability. Our evaluation by experiments confirms that .-X improves the testing ability of . by 2.92 times in average.

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Guess What: Test Case Generation for Javascript with Unsupervised Probabilistic Type Inferenceits under test (. exported classes and functions) compared to random type sampling . branch coverage. Our results show that our type inference approach achieves a statistically significant increase in 56% of the test files with up to 71% of branch coverage compared to the baseline.

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Applying Combinatorial Testing to Verification-Based Fairness Testingnts. CT is a coverage-based sampling technique, with an ability to sample diverse test data from a search space specified by logical constraints. We implement a proof-of-concept of .-., and see its feasibility by experiments. We also discuss its advantages, current limitations, and further research directions.

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