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Changyi Ma
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Changyi Ma12 visible / 12 total nodes / 66 links

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Co-authorshipCo-authorshipCo-authorshipCo-authorshipWorks onCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipWorks onWorks onWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipWorks onAuthorshipAuthorshipAuthorshipTopic signalAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipChangyi MaAChangyi MaResearcherReward-Guided Semantic Evolution for Test-time Adaptive Object DetectionWReward-Guided Semantic ...preprint / 2026Lihua ZhouALihua ZhouResearcherMao YeAMao YeResearcherXiatian ZhuAXiatian ZhuResearcherNianxin LiANianxin LiResearcherShuaifeng LiAShuaifeng LiResearcherYitong QinAYitong QinResearcherHongbin LiuAHongbin LiuResearcherJiebo LuoAJiebo LuoResearcherZhen LeiAZhen LeiResearcherComputer VisionTComputer Vision30606 works
Person11 links

Changyi Ma

Researcher

PaperReward-Guided Semantic Evolution for Test-time Adaptive Object DetectionAuthorship / preprint / 2026PersonLihua ZhouCo-authorship / ResearcherPersonMao YeCo-authorship / ResearcherPersonXiatian ZhuCo-authorship / ResearcherPersonNianxin LiCo-authorship / ResearcherPersonShuaifeng LiCo-authorship / ResearcherPersonYitong QinCo-authorship / ResearcherPersonHongbin LiuCo-authorship / Researcher

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