{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T19:04:33Z","timestamp":1783969473402,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":11,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819233991","type":"print"},{"value":"9789819234004","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3400-4_24","type":"book-chapter","created":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T18:14:27Z","timestamp":1783966467000},"page":"287-299","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["RobAlpha: Robustness-Aware Alpha Factor Mining with Adversarial Vulnerability Scoring"],"prefix":"10.1007","author":[{"given":"Yuhan","family":"Chen","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chaoge","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,14]]},"reference":[{"key":"24_CR1","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1111\/jofi.12365","volume":"71","author":"RD Mclean","year":"2016","unstructured":"Mclean, R.D., Pontiff, J.: Does academic research destroy stock return predictability? J. Financ. 71, 5\u201332 (2016). https:\/\/doi.org\/10.1111\/jofi.12365","journal-title":"J. Financ."},{"key":"24_CR2","doi-asserted-by":"publisher","first-page":"3272","DOI":"10.1093\/rfs\/hhab117","volume":"35","author":"D Lou","year":"2022","unstructured":"Lou, D., Polk, C.: Comomentum: inferring arbitrage activity from return correlations. Rev. Financ. Stud. 35, 3272\u20133302 (2022). https:\/\/doi.org\/10.1093\/rfs\/hhab117","journal-title":"Rev. Financ. Stud."},{"key":"24_CR3","doi-asserted-by":"publisher","unstructured":"Cui, C., Wang, W., Zhang, M., Chen, G., Luo, Z., Ooi, B.C.: AlphaEvolve: A learning framework to discover novel alphas in quantitative investment. In: Proceedings of the 2021 International Conference on Management of Data, pp. 2208\u20132216. ACM, Virtual Event China (2021). https:\/\/doi.org\/10.1145\/3448016.3457324","DOI":"10.1145\/3448016.3457324"},{"key":"24_CR4","doi-asserted-by":"publisher","unstructured":"Yu, S., et al.: Generating synergistic formulaic alpha collections via reinforcement learning. In: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pp. 5476\u20135486. ACM, Long Beach CA USA (2023). https:\/\/doi.org\/10.1145\/3580305.3599831","DOI":"10.1145\/3580305.3599831"},{"key":"24_CR5","doi-asserted-by":"crossref","unstructured":"Tang, Z., et al. AlphaAgent: LLM-driven alpha mining with regularized exploration to counteract alpha decay. In: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V. 2, pp. 2813\u20132822 (2025)","DOI":"10.1145\/3711896.3736838"},{"key":"24_CR6","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S0304-405X(98)00052-X","volume":"51","author":"F Allen","year":"1999","unstructured":"Allen, F., Karjalainen, R.: Using genetic algorithms to find technical trading rules. J. Financ. Econ. 51, 245\u2013271 (1999). https:\/\/doi.org\/10.1016\/S0304-405X(98)00052-X","journal-title":"J. Financ. Econ."},{"key":"24_CR7","doi-asserted-by":"publisher","unstructured":"Zhang, T., Li, Y., Jin, Y., Li, J.: AutoAlpha: An efficient hierarchical evolutionary algorithm for mining alpha factors in quantitative investment. http:\/\/arxiv.org\/abs\/2002.08245 (2020). https:\/\/doi.org\/10.48550\/arXiv.2002.08245","DOI":"10.48550\/arXiv.2002.08245"},{"key":"24_CR8","doi-asserted-by":"publisher","first-page":"12524","DOI":"10.1609\/aaai.v39i12.33365","volume":"39","author":"H Shi","year":"2025","unstructured":"Shi, H., et al.: AlphaForge: A framework to mine and dynamically combine formulaic alpha factors. Proc. AAAI Conf. Artif. Intell. 39, 12524\u201312532 (2025). https:\/\/doi.org\/10.1609\/aaai.v39i12.33365","journal-title":"Proc. AAAI Conf. Artif. Intell."},{"key":"24_CR9","doi-asserted-by":"publisher","first-page":"2448","DOI":"10.1109\/TSP.2025.3576781","volume":"73","author":"J Zhao","year":"2025","unstructured":"Zhao, J., Zhang, C., Qin, M., Yang, P.: QuantFactor REINFORCE: mining steady formulaic alpha factors with variance-bounded REINFORCE. IEEE Trans. Signal Process. 73, 2448\u20132463 (2025). https:\/\/doi.org\/10.1109\/TSP.2025.3576781","journal-title":"IEEE Trans. Signal Process."},{"key":"24_CR10","doi-asserted-by":"publisher","unstructured":"Lee, C.: Not all factors crowd equally: modeling, measuring, and trading on alpha decay. http:\/\/arxiv.org\/abs\/2512.11913 (2025). https:\/\/doi.org\/10.48550\/arXiv.2512.11913","DOI":"10.48550\/arXiv.2512.11913"},{"key":"24_CR11","doi-asserted-by":"publisher","unstructured":"Yang, X., Liu, W., Zhou, D., Bian, J., Liu, T.-Y.: Qlib: An AI-oriented quantitative investment platform. http:\/\/arxiv.org\/abs\/2009.11189 (2020). https:\/\/doi.org\/10.48550\/arXiv.2009.11189","DOI":"10.48550\/arXiv.2009.11189"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3400-4_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T18:14:29Z","timestamp":1783966469000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3400-4_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,14]]},"ISBN":["9789819233991","9789819234004"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3400-4_24","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,14]]},"assertion":[{"value":"14 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}