Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances.

Shuo Lu

Shuo Lu Yingsheng Wang Lijun Sheng Lingxiao He Aihua Zheng Jian Liang 0001 Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances. 37:1-37:39 2026 January 58 ACM Comput. Surv. 2 https://doi.org/10.1145/3760390 db/journals/csur/csur58.html#LuWSHZL26 streams/journals/csur

Huizai Yao Sicheng Zhao Pengteng Li Yi Cui Shuo Lu Weiyu Guo Yunfan Lu Yijie Xu Hui Xiong 0001 Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection. 11866-11874 2026 AAAI https://doi.org/10.1609/aaai.v40i14.38173 conf/aaai/2026 db/conf/aaai/aaai2026.html#YaoZLCLGLXX26 Run Ling Wenji Wang Yuting Liu 0003 Guibing Guo Haowei Liu Jian Lu Quanwei Zhang Yexing Xu Shuo Lu Yun Wang Yihua Shao Linying Jiang Xingwei Wang 0001 RAGAR: Retrieval Augmented Personalized Image Generation Guided by Recommendation. 15278-15286 2026 AAAI https://doi.org/10.1609/aaai.v40i18.38553 conf/aaai/2026 db/conf/aaai/aaai2026.html#LingWLGLLZXLWSJ26 Ziyi Ni Huacan Wang Shuo Zhang Shuo Lu Ziyang He Wang You Zhenheng Tang Sen Hu 0005 Bo Li 0117 Chen Hu Binxing Jiao Daxin Jiang Yuntao Du 0001 Pin Lyu GitTaskBench: A Benchmark for Code Agents Solving Real-World Tasks Through Code Repository Leveraging. 32564-32572 2026 AAAI https://doi.org/10.1609/aaai.v40i38.40533 conf/aaai/2026 db/conf/aaai/aaai2026.html#NiWZLHYTHLHJJDL26

Shuo Lu Yinuo Xu Jianjie Cheng Lingxiao He Meng Wang 0001 Jian Liang 0001 DeepResearch-Slice: Bridging the Retrieval-Utilization Gap via Explicit Text Slicing. 2026 January abs/2601.03261 CoRR https://doi.org/10.48550/arXiv.2601.03261 db/journals/corr/corr2601.html#abs-2601-03261 streams/journals/corr

Shuo Lu Haohan Wang Wei Feng Weizhen Wang Shen Zhang Yaoyu Li Ao Ma 0005 Zheng Zhang Jingjing Lv Junjie Shen 0008 Ching Law Bing Zhan Yuan Xu Huizai Yao Yongcan Yu Chenyang Si Jian Liang 0001 One Size, Many Fits: Aligning Diverse Group-Wise Click Preferences in Large-Scale Advertising Image Generation. 2026 February abs/2602.02033 CoRR https://doi.org/10.48550/arXiv.2602.02033 db/journals/corr/corr2602.html#abs-2602-02033 streams/journals/corr

Jie Xiao Meng Chen Qingnan Ren Jingwei Song Jiaqi Huang Yangshen Deng Chris Tong Wanyi Chen Suli Wang Ziqian Bi Shuo Lu Yiqun Duan Xu Wang Rymon Yu Ween Yang Lynn Ai Eric Yang Bill Shi ECHO-2: A Large-Scale Distributed Rollout Framework for Cost-Efficient Reinforcement Learning. 2026 February abs/2602.02192 CoRR https://doi.org/10.48550/arXiv.2602.02192 db/journals/corr/corr2602.html#abs-2602-02192 streams/journals/corr

Boyang Xia Weiyou Tian Qingnan Ren Jiaqi Huang Jie Xiao Shuo Lu Kai Wang Lynn Ai Eric Yang Bill Shi Implicit Strategic Optimization: Rethinking Long-Horizon Decision-Making in Adversarial Poker Environments. 2026 February abs/2602.08041 CoRR https://doi.org/10.48550/arXiv.2602.08041 db/journals/corr/corr2602.html#abs-2602-08041 streams/journals/corr

Shuo Lu Jianjie Cheng Yinuo Xu Yongcan Yu Lijun Sheng Peijie Wang Siru Jiang Yongguan Hu Run Ling Yihua Shao Ao Ma 0005 Wei Feng Lingxiao He Meng Wang 0001 Qianlong Xie Xingxing Wang Ran He 0001 Jian Liang 0001 Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation. 2026 February abs/2602.11635 CoRR https://doi.org/10.48550/arXiv.2602.11635 db/journals/corr/corr2602.html#abs-2602-11635 streams/journals/corr

Yinuo Xu Shuo Lu Jianjie Cheng Meng Wang 0001 Qianlong Xie Xingxing Wang Ran He 0001 Jian Liang 0001 How to Train Your Deep Research Agent? Prompt, Reward, and Policy Optimization in Search-R1. 2026 February abs/2602.19526 CoRR https://doi.org/10.48550/arXiv.2602.19526 db/journals/corr/corr2602.html#abs-2602-19526 streams/journals/corr

Dong Yan Jian Liang 0001 Yanbo Wang 0004 Shuo Lu Ran He 0001 Tieniu Tan What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time. 2026 March abs/2603.19880 CoRR https://doi.org/10.48550/arXiv.2603.19880 db/journals/corr/corr2603.html#abs-2603-19880 streams/journals/corr

Shuo Lu Yong Zhou Adaptive hyperparameter optimization for author name disambiguation. 1082-1104 2025 August 76 J. Assoc. Inf. Sci. Technol. 8 https://doi.org/10.1002/asi.24996 db/journals/jasis/jasis76.html#LuZ25 streams/journals/jasis

Leyan Gao Zhirui Yang Yuyao Zhou Jingwen Yang Qinqin Luo Ruiyan Feng Keting Ou Rui Feng Shuo Lu Natural rhythmic speech activates network reorganization with frontal community enhancing communication efficiency in patients with intrinsic brain tumor. 121112 2025 310 NeuroImage https://doi.org/10.1016/j.neuroimage.2025.121112 db/journals/neuroimage/neuroimage310.html#GaoYZYLFOFL25 streams/journals/neuroimage

Huizai Yao Sicheng Zhao Shuo Lu Hui Chen 0013 Yangyang Li Guoping Liu Tengfei Xing Chenggang Yan 0001 Jianhua Tao 0001 Guiguang Ding Source-Free Object Detection With Detection Transformer. 5948-5963 2025 34 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2025.3607621 db/journals/tip/tip34.html#YaoZLCLLXYTD25 streams/journals/tip

Rui Feng Jingwen Yang Hao Huang Zelin Chen Ruiyan Feng N. U. Farrukh Hameed Xudong Zhang Jie Hu Liang Chen 0023 Shuo Lu Spatiotemporal Microstate Dynamics of Spike-Free Scalp EEG Offer a Potential Biomarker for Refractory Temporal Lobe Epilepsy. 574-587 2025 January 44 IEEE Trans. Medical Imaging 1 https://doi.org/10.1109/TMI.2024.3453377 db/journals/tmi/tmi44.html#FengYHCFHZHCL25 streams/journals/tmi

Shuo Lu Yanyin Chen Wei Feng Jiahao Fan Fengheng Li Zheng Zhang Jingjing Lv Junjie Shen 0008 Ching Law Jian Liang 0001 Uni-Layout: Integrating Human Feedback in Unified Layout Generation and Evaluation. 7709-7718 2025 ACM Multimedia https://doi.org/10.1145/3746027.3755064 conf/mm/2025 db/conf/mm/mm2025.html#LuCFFLZL0LL25 Yingsheng Wang Shuo Lu Jian Liang 0001 Aihua Zheng Ran He 0001 Frustratingly Easy Feature Reconstruction for Out-of-Distribution Detection. 78-92 2025 PRCV (9) https://doi.org/10.1007/978-981-95-5702-8_6 conf/prcv/2025-9 db/conf/prcv/prcv2025-9.html#WangLLZH25 streams/conf/prcv

Huacan Wang Ziyi Ni Shuo Zhang Shuo Lu Sen Hu 0005 Ziyang He Chen Hu Jiaye Lin Yifu Guo Yuntao Du 0001 Pin Lyu RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving. 2025 May abs/2505.21577 CoRR https://doi.org/10.48550/arXiv.2505.21577 db/journals/corr/corr2505.html#abs-2505-21577 streams/journals/corr

Shuo Lu Yanyin Chen Wei Feng Jiahao Fan Fengheng Li Zheng Zhang Jingjing Lv Junjie Shen 0008 Ching Law Jian Liang 0001 Uni-Layout: Integrating Human Feedback in Unified Layout Generation and Evaluation. 2025 August abs/2508.02374 CoRR https://doi.org/10.48550/arXiv.2508.02374 db/journals/corr/corr2508.html#abs-2508-02374 streams/journals/corr

Ziyi Ni Huacan Wang Shuo Zhang Shuo Lu Ziyang He Wang You Zhenheng Tang Yuntao Du 0001 Bill Sun Hongzhang Liu Sen Hu 0005 Ronghao Chen Bo Li 0117 Xin Li Chen Hu Binxing Jiao Daxin Jiang Pin Lyu GitTaskBench: A Benchmark for Code Agents Solving Real-World Tasks Through Code Repository Leveraging. 2025 August abs/2508.18993 CoRR https://doi.org/10.48550/arXiv.2508.18993 db/journals/corr/corr2508.html#abs-2508-18993 streams/journals/corr

Yingsheng Wang Shuo Lu Jian Liang 0001 Aihua Zheng Ran He 0001 Frustratingly Easy Feature Reconstruction for Out-of-Distribution Detection. 2025 September abs/2509.06988 CoRR https://doi.org/10.48550/arXiv.2509.06988 db/journals/corr/corr2509.html#abs-2509-06988 streams/journals/corr

Yuan Xu Jiabing Yang Xiaofeng Wang Yixiang Chen Zheng Zhu Bowen Fang Guan Huang Xinze Chen Yun Ye Qiang Zhang Peiyan Li 0001 Xiangnan Wu Kai Wang Bing Zhan Shuo Lu Jing Liu 0001 Nianfeng Liu Yan Huang 0008 Liang Wang 0001 EgoDemoGen: Novel Egocentric Demonstration Generation Enables Viewpoint-Robust Manipulation. 2025 September abs/2509.22578 CoRR https://doi.org/10.48550/arXiv.2509.22578 db/journals/corr/corr2509.html#abs-2509-22578 streams/journals/corr

Huizai Yao Sicheng Zhao Shuo Lu Hui Chen 0013 Yangyang Li Guoping Liu Tengfei Xing Chenggang Yan 0001 Jianhua Tao 0001 Guiguang Ding Source-Free Object Detection with Detection Transformer. 2025 October abs/2510.11090 CoRR https://doi.org/10.48550/arXiv.2510.11090 db/journals/corr/corr2510.html#abs-2510-11090 streams/journals/corr

Huizai Yao Sicheng Zhao Pengteng Li Yi Cui Shuo Lu Weiyu Guo Yunfan Lu Yijie Xu Hui Xiong 0001 Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection. 2025 November abs/2511.07301 CoRR https://doi.org/10.48550/arXiv.2511.07301 db/journals/corr/corr2511.html#abs-2511-07301 streams/journals/corr

Yongcan Yu Lingxiao He Shuo Lu Lijun Sheng Yinuo Xu Yanbo Wang 0004 Kuangpu Guo Jianjie Cheng Meng Wang 0001 Qianlong Xie Xingxing Wang Dapeng Hu Jian Liang 0001 Reassessing the Role of Supervised Fine-Tuning: An Empirical Study in VLM Reasoning. 2025 December abs/2512.12690 CoRR https://doi.org/10.48550/arXiv.2512.12690 db/journals/corr/corr2512.html#abs-2512-12690 streams/journals/corr

Qinqin Luo Leyan Gao Zhirui Yang Sihui Chen Jingwen Yang Shuo Lu Integrated sentence-level speech perception evokes strengthened language networks and facilitates early speech development. 120544 2024 289 NeuroImage https://doi.org/10.1016/j.neuroimage.2024.120544 db/journals/neuroimage/neuroimage289.html#LuoGYCYL24

Shuo Lu Yingsheng Wang Lijun Sheng Aihua Zheng Lingxiao He Jian Liang 0001 Recent Advances in OOD Detection: Problems and Approaches. 2024 abs/2409.11884 CoRR https://doi.org/10.48550/arXiv.2409.11884 db/journals/corr/corr2409.html#abs-2409-11884 streams/journals/corr

Yinzhen Wei Shuo Lu Android Malicious Application Detection Based on Improved Mayfly Algorithm. 1845-1852 2023 TrustCom https://doi.org/10.1109/TrustCom60117.2023.00250 conf/trustcom/2023 db/conf/trustcom/trustcom2023.html#WeiL23

Jingwen Yang Zelin Chen Guoxin Qiu Xiangyu Li Caixia Li Kexin Yang Zhuanggui Chen Leyan Gao Shuo Lu Exploring the relationship between children's facial emotion processing characteristics and speech communication ability using deep learning on eye tracking and speech performance measures. 101389 2022 76 Comput. Speech Lang. https://doi.org/10.1016/j.csl.2022.101389 db/journals/csl/csl76.html#YangCQLLYCGL22

Qian Liu Shuo Lu Yuan Hong 0001 Lingyu Wang 0001 Rachida Dssouli Securing Telehealth Applications in a Web-Based e-Health Portal. 3-9 2008 ARES https://doi.org/10.1109/ARES.2008.9 https://doi.ieeecomputersociety.org/10.1109/ARES.2008.9 conf/IEEEares/2008 db/conf/IEEEares/ares2008.html#LiuLHWD08 Yuan Hong 0001 Shuo Lu Qian Liu Lingyu Wang 0001 Rachida Dssouli Preserving Privacy in E-health Systems Using Hippocratic Databases. 692-697 2008 COMPSAC https://doi.org/10.1109/COMPSAC.2008.62 https://doi.ieeecomputersociety.org/10.1109/COMPSAC.2008.62 conf/compsac/2008 db/conf/compsac/compsac2008.html#HongLLWD08 Lynn Ai Ziqian Bi Hui Chen 0013 Liang Chen 0023 Meng Chen Ronghao Chen Sihui Chen Wanyi Chen Xinze Chen Yanyin Chen Yixiang Chen Zelin Chen Zhuanggui Chen Jianjie Cheng Yi Cui Yangshen Deng Guiguang Ding Rachida Dssouli Yuntao Du 0001 Yiqun Duan Jia-Hao FanJiahao Fan Bowen Fang Rui Feng Ruiyan Feng Wei Feng Leyan Gao Guibing Guo Kuangpu Guo Weiyu Guo Yifu Guo N. U. Farrukh Hameed Lingxiao He Ran He 0001 Ziyang He Yuan Hong 0001 Chen Hu Dapeng Hu Jie Hu Sen Hu 0005 Yongguan Hu Guan Huang Hao Huang Jiaqi Huang Yan Huang 0008 Daxin Jiang Linying Jiang Siru Jiang Binxing Jiao Ching Law Bo Li 0117 Caixia Li Fengheng Li Peiyan Li 0001 Pengteng Li Xiangyu Li Xin Li Yangyang Li Yaoyu Li Jian Liang 0001 Jiaye Lin Run Ling Guoping Liu Haowei Liu Hongzhang Liu Jing Liu 0001 Nianfeng Liu Qian Liu Yuting Liu 0003 Jian Lu Yunfan Lu Qinqin Luo Jingjing Lv Pin Lyu Ao Ma 0005 Ziyi Ni Keting Ou Guoxin Qiu Qingnan Ren Yihua Shao Junjie Shen 0008 Lijun Sheng Bill Shi Chenyang Si Jingwei Song Bill Sun Tieniu Tan Zhenheng Tang Jianhua Tao 0001 Weiyou Tian Chris Tong Haohan Wang Huacan Wang Kai Wang Liang Wang 0001 Lingyu Wang 0001 Meng Wang 0001 Peijie Wang Suli Wang Weizhen Wang Wenji Wang Xiaofeng Wang Xingwei Wang 0001 Xingxing Wang Xu Wang Yanbo Wang 0004 Yingsheng Wang Yun Wang Yinzhen Wei Xiangnan Wu Boyang Xia Jie Xiao Qianlong Xie Tengfei Xing Hui Xiong 0001 Yexing Xu Yijie Xu Yinuo Xu Yuan Xu Chenggang Yan 0001 Dong Yan Eric Yang Jiabing Yang Jingwen Yang Kexin Yang Ween Yang Zhirui Yang Huizai Yao Yun Ye Wang You Rymon Yu Yongcan Yu Bing Zhan Qiang Zhang Quanwei Zhang Shen Zhang Shuo Zhang Xudong Zhang Zheng Zhang Sicheng Zhao Aihua Zheng Yong Zhou Yuyao Zhou Zheng Zhu