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Fluctuations in the temperature of the alkali vapor cell can have complex and detrimental effects on the output signals of thermal atomic ensemble spin sensors, leading to a reduction in detection sensitivity. Therefore, it is essential to maintain temperature uniformity within the vapor cell and mitigate the adverse impacts of temperature gradients. This paper discusses the impact of temperature on thermal atomic ensemble spin sensors and elaborates on the role of temperature uniformity in quantum precision measurement. It reviews both active and passive devices aimed at improving temperature uniformity and provides an initial discussion on the potential application of thermal metamaterials for thermal atomic ensemble-based quantum precision measurement sensors. Finally, by synthesizing current challenges and future prospects, it is suggested that the design principles of thermal cloaks could serve as one potential passive approach to achieving temperature uniformity for thermal atomic ensemble-based quantum precision measurement applications.<\/jats:p>","DOI":"10.1063\/5.0305055","type":"journal-article","created":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T12:00:19Z","timestamp":1785153619000},"update-policy":"https:\/\/doi.org\/10.1063\/aip-crossmark-policy-page","source":"Crossref","is-referenced-by-count":0,"title":["Approaches to enhance temperature uniformity in alkali vapor cells for thermal atomic ensemble spin sensors"],"prefix":"10.1063","volume":"97","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-8495-3939","authenticated-orcid":false,"given":"Yefan","family":"Zhu","sequence":"first","affiliation":[{"name":"Key Laboratory of Ultra-Weak Magnetic Field Measurement Technology Ministry of Education, School of Instrumentation and Optoelectronic Engineering, Beihang University , Beijing 100191, ; 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