Continual Out-of-Distribution Detection with Analytic Neural Collapse.

Changnan Xiao Saleh Momeni Changnan Xiao Bing Liu 0001 Continual Out-of-Distribution Detection with Analytic Neural Collapse. 15564-15572 2026 AAAI https://doi.org/10.1609/aaai.v40i18.38585 conf/aaai/2026 db/conf/aaai/aaai2026.html#MomeniXL26

Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bing Liu 0001 Open-world continual learning: Unifying novelty detection and continual learning. 104237 2025 338 Artif. Intell. https://doi.org/10.1016/j.artint.2024.104237 db/journals/ai/ai338.html#KimXKKL25 streams/journals/ai

Changnan Xiao Bing Liu 0001 Generalizing Reasoning Problems to Longer Lengths. 2025 ICLR https://openreview.net/forum?id=zpENPcQSj1 conf/iclr/2025 db/conf/iclr/iclr2025.html#Xiao025

Saleh Momeni Changnan Xiao Bing Liu 0001 AnaCP: Toward Upper-Bound Continual Learning via Analytic Contrastive Projection. 2025 November abs/2511.13880 CoRR https://doi.org/10.48550/arXiv.2511.13880 db/journals/corr/corr2511.html#abs-2511-13880 streams/journals/corr

Wei Cai Peimin Zhu Changnan Xiao Yufeng Liu Chengshuang Li Ziang Li Elimination of the Symmetrical Artifacts in Kirchhoff Depth Migration for 3-D Whole-Space Tunnel Seismic Imaging. 1-17 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2024.3400450 db/journals/tgrs/tgrs62.html#CaiZXLLL24

Changnan Xiao Bing Liu 0001 A Theory for Length Generalization in Learning to Reason. 2024 abs/2404.00560 CoRR https://doi.org/10.48550/arXiv.2404.00560 db/journals/corr/corr2404.html#abs-2404-00560

Changnan Xiao Yongxin Zhang Xuefeng Huang Qinhan Huang Jie Chen Peng Sun Mastering Strategy Card Game (Hearthstone) with Improved Techniques. 1-8 2023 CoG https://doi.org/10.1109/CoG57401.2023.10333220 conf/cig/2023 db/conf/cig/cog2023.html#XiaoZHHCS23 Gyuhak Kim Changnan Xiao Tatsuya Konishi Bing Liu 0001 Learnability and Algorithm for Continual Learning. 16877-16896 2023 ICML https://proceedings.mlr.press/v202/kim23x.html conf/icml/2023 db/conf/icml/icml2023.html#KimXK023 Jianwei Zheng 0003 Changnan Xiao Mingliang Li Zhenhua Li 0001 Feng Qian 0001 Wei Liu 0148 Xudong Wu ParliRobo: Participant Lightweight AI Robots for Massively Multiplayer Online Games (MMOGs). 9093-9102 2023 ACM Multimedia https://doi.org/10.1145/3581783.3613764 https://www.wikidata.org/entity/Q131012659 conf/mm/2023 db/conf/mm/mm2023.html#0003XL00LW23

Wei Xi Yongxin Zhang Changnan Xiao Xuefeng Huang Shihong Deng Haowei Liang Jie Chen Peng Sun Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play. 2023 abs/2303.04096 CoRR https://doi.org/10.48550/arXiv.2303.04096 db/journals/corr/corr2303.html#abs-2303-04096

Changnan Xiao Yongxin Zhang Xuefeng Huang Qinhan Huang Jie Chen Peng Sun Mastering Strategy Card Game (Hearthstone) with Improved Techniques. 2023 abs/2303.05197 CoRR https://doi.org/10.48550/arXiv.2303.05197 db/journals/corr/corr2303.html#abs-2303-05197

Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bing Liu 0001 Open-World Continual Learning: Unifying Novelty Detection and Continual Learning. 2023 abs/2304.10038 CoRR https://doi.org/10.48550/arXiv.2304.10038 db/journals/corr/corr2304.html#abs-2304-10038

Gyuhak Kim Changnan Xiao Tatsuya Konishi Bing Liu 0001 Learnability and Algorithm for Continual Learning. 2023 abs/2306.12646 CoRR https://doi.org/10.48550/arXiv.2306.12646 db/journals/corr/corr2306.html#abs-2306-12646

Changnan Xiao Bing Liu 0001 Conditions for Length Generalization in Learning Reasoning Skills. 2023 abs/2311.16173 CoRR https://doi.org/10.48550/arXiv.2311.16173 db/journals/corr/corr2311.html#abs-2311-16173

Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing Liu 0001 Continual Learning Based on OOD Detection and Task Masking. 3855-3865 2022 CVPR Workshops https://doi.org/10.1109/CVPRW56347.2022.00431 conf/cvpr/2022w db/conf/cvpr/cvpr2022w.html#KimEX022 Jiajun Fan Changnan Xiao Generalized Data Distribution Iteration. 6103-6184 2022 ICML https://proceedings.mlr.press/v162/fan22c.html conf/icml/2022 db/conf/icml/icml2022.html#FanX22 Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bing Liu 0001 A Theoretical Study on Solving Continual Learning. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/20f44da80080d76bbc35bca0027f14e6-Abstract-Conference.html db/conf/nips/neurips2022.html#KimXKK022

Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing Liu 0001 Continual Learning Based on OOD Detection and Task Masking. 2022 abs/2203.09450 CoRR https://doi.org/10.48550/arXiv.2203.09450 db/journals/corr/corr2203.html#abs-2203-09450

Jiajun Fan Changnan Xiao Generalized Data Distribution Iteration. 2022 abs/2206.03192 CoRR https://doi.org/10.48550/arXiv.2206.03192 db/journals/corr/corr2206.html#abs-2206-03192

Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bing Liu 0001 A Theoretical Study on Solving Continual Learning. 2022 abs/2211.02633 CoRR https://doi.org/10.48550/arXiv.2211.02633 db/journals/corr/corr2211.html#abs-2211-02633

Changnan Xiao Haosen Shi 0001 Jiajun Fan Shihong Deng CASA: A Bridge Between Gradient of Policy Improvement and Policy Evaluation. 2021 abs/2105.03923 CoRR https://arxiv.org/abs/2105.03923 db/journals/corr/corr2105.html#abs-2105-03923

Changnan Xiao Haosen Shi 0001 Jiajun Fan Shihong Deng An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning. 2021 abs/2106.00707 CoRR https://arxiv.org/abs/2106.00707 db/journals/corr/corr2106.html#abs-2106-00707

Jiajun Fan Changnan Xiao Yue Huang GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning. 2021 abs/2106.06232 CoRR https://arxiv.org/abs/2106.06232 db/journals/corr/corr2106.html#abs-2106-06232

Wei Cai Jie Chen Shihong Deng Sepideh Esmaeilpour Jiajun Fan Qinhan Huang Xuefeng Huang Yue Huang Zixuan Ke Gyuhak Kim Tatsuya Konishi Chengshuang Li Mingliang Li Zhenhua Li 0001 Ziang Li Haowei Liang Bing Liu 0001 Wei Liu 0148 Yufeng Liu Saleh Momeni Feng Qian 0001 Haosen Shi 0001 Peng Sun Xudong Wu Wei Xi Yongxin Zhang Jianwei Zheng 0003 Peimin Zhu