I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search.

Zujie Liang Zujie Liang Feng Wei Wujiang Xu Yuxi Qian Lin Chen Xinhui Wu I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search. EACL (Findings) 2026 189-210 conf/eacl/2026f https://aclanthology.org/2026.findings-eacl.11/ db/conf/eacl/eacl2026f.html#LiangWXQCW26 streams/conf/eacl Nianqi Li Siyu Yuan Jiangjie Chen Jiaqing Liang Feng Wei Zujie Liang Deqing Yang Yanghua Xiao Past Meets Present: Creating Historical Analogy with Large Language Models. 3942-3957 2025 ACL (1) https://aclanthology.org/2025.acl-long.200/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#LiYCLWLYX25 Wujiang Xu Yunxiao Shi Zujie Liang Xuying Ning Kai Mei Kun Wang 0056 Xi Zhu Min Xu 0001 Yongfeng Zhang 0003 iAgent: LLM Agent as a Shield between User and Recommender Systems. 18056-18084 2025 ACL (Findings) https://aclanthology.org/2025.findings-acl.928/ conf/acl/2025f db/conf/acl/acl2025f.html#XuSLNMWZXZ25 Nianqi Li Zujie Liang Siyu Yuan Jiaqing Liang Feng Wei Yanghua Xiao MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration. EMNLP (Findings) 2025 19794-19811 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.1079/ db/conf/emnlp/emnlp2025f.html#LiLYLWX25 streams/conf/emnlp Wujiang Xu Qitian Wu Zujie Liang Jiaojiao Han Xuying Ning Yunxiao Shi Wenfang Lin Yongfeng Zhang 0003 SLMRec: Distilling Large Language Models into Small for Sequential Recommendation. 2025 ICLR https://openreview.net/forum?id=G4wARwjF8M conf/iclr/2025 db/conf/iclr/iclr2025.html#XuWLHNSLZ25

Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang 0003 A-MEM: Agentic Memory for LLM Agents. 2025 February abs/2502.12110 CoRR https://doi.org/10.48550/arXiv.2502.12110 db/journals/corr/corr2502.html#abs-2502-12110 streams/journals/corr

Wujiang Xu Yunxiao Shi Zujie Liang Xuying Ning Kai Mei Kun Wang 0056 Xi Zhu Min Xu 0001 Yongfeng Zhang 0003 InstructAgent: Building User Controllable Recommender via LLM Agent. 2025 February abs/2502.14662 CoRR https://doi.org/10.48550/arXiv.2502.14662 db/journals/corr/corr2502.html#abs-2502-14662 streams/journals/corr

Zujie Liang Feng Wei Wujiang Xu Lin Chen Yuxi Qian Xinhui Wu I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search. 2025 February abs/2502.14693 CoRR https://doi.org/10.48550/arXiv.2502.14693 db/journals/corr/corr2502.html#abs-2502-14693 streams/journals/corr

Lida Chen Dong Xu Chenxin An Xintao Wang 0001 Yikai Zhang 0004 Jiangjie Chen Zujie Liang Feng Wei Jiaqing Liang Yanghua Xiao Wei Wang 0009 PowerAttention: Exponentially Scaling of Receptive Fields for Effective Sparse Attention. 2025 March abs/2503.03588 CoRR https://doi.org/10.48550/arXiv.2503.03588 db/journals/corr/corr2503.html#abs-2503-03588 streams/journals/corr

Nianqi Li Jingping Liu Sihang Jiang Haiyun Jiang Yanghua Xiao Jiaqing Liang Zujie Liang Feng Wei Jinglei Chen Zhenghong Hao Bing Han 0017 CR-LLM: A Dataset and Optimization for Concept Reasoning of Large Language Models. 13737-13747 2024 ACL (Findings) https://doi.org/10.18653/v1/2024.findings-acl.815 https://aclanthology.org/2024.findings-acl.815 conf/acl/2024f db/conf/acl/acl2024f.html#LiLJJXLLWCHH24 Wei Shi Shuang Li Kerun Yu Jinglei Chen Zujie Liang Xinhui Wu Yuxi Qian Feng Wei Bo Zheng Jiaqing Liang Jiangjie Chen Yanghua Xiao SEGMENT+: Long Text Processing with Short-Context Language Models. 16605-16617 2024 EMNLP https://doi.org/10.18653/v1/2024.emnlp-main.926 https://aclanthology.org/2024.emnlp-main.926 conf/emnlp/2024 db/conf/emnlp/emnlp2024.html#ShiLYCLWQWZLCX24

Wujiang Xu Zujie Liang Jiaojiao Han Xuying Ning Wenfang Lin Linxun Chen Feng Wei Yongfeng Zhang 0003 SLMRec: Empowering Small Language Models for Sequential Recommendation. 2024 abs/2405.17890 CoRR https://doi.org/10.48550/arXiv.2405.17890 db/journals/corr/corr2405.html#abs-2405-17890

Lida Chen Zujie Liang Xintao Wang 0001 Jiaqing Liang Yanghua Xiao Feng Wei Jinglei Chen Zhenghong Hao Bing Han 0017 Wei Wang 0009 Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals. 2024 abs/2406.10881 CoRR https://doi.org/10.48550/arXiv.2406.10881 db/journals/corr/corr2406.html#abs-2406-10881 streams/journals/corr

Nianqi Li Siyu Yuan Jiangjie Chen Jiaqing Liang Feng Wei Zujie Liang Deqing Yang Yanghua Xiao Past Meets Present: Creating Historical Analogy with Large Language Models. 2024 abs/2409.14820 CoRR https://doi.org/10.48550/arXiv.2409.14820 db/journals/corr/corr2409.html#abs-2409-14820 streams/journals/corr

Wei Shi Shuang Li Kerun Yu Jinglei Chen Zujie Liang Xinhui Wu Yuxi Qian Feng Wei Bo Zheng Jiaqing Liang Jiangjie Chen Yanghua Xiao SEGMENT+: Long Text Processing with Short-Context Language Models. 2024 abs/2410.06519 CoRR https://doi.org/10.48550/arXiv.2410.06519 db/journals/corr/corr2410.html#abs-2410-06519 streams/journals/corr

Jin Xiao Bowei Zhang Qianyu He Jiaqing Liang Feng Wei Jinglei Chen Zujie Liang Deqing Yang Yanghua Xiao QUILL: Quotation Generation Enhancement of Large Language Models. 2024 abs/2411.03675 CoRR https://doi.org/10.48550/arXiv.2411.03675 db/journals/corr/corr2411.html#abs-2411-03675 streams/journals/corr

Nianqi Li Zujie Liang Siyu Yuan Jiaqing Liang Feng Wei Yanghua Xiao MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuning. 2024 abs/2412.12609 CoRR https://doi.org/10.48550/arXiv.2412.12609 db/journals/corr/corr2412.html#abs-2412-12609 streams/journals/corr

Zujie Liang Feng Wei Yin Jie Yuxi Qian Zhenghong Hao Bing Han Prompts Can Play Lottery Tickets Well: Achieving Lifelong Information Extraction via Lottery Prompt Tuning. 277-292 2023 ACL (1) https://doi.org/10.18653/v1/2023.acl-long.16 https://aclanthology.org/2023.acl-long.16 https://www.wikidata.org/entity/Q131457972 conf/acl/2023-1 db/conf/acl/acl2023-1.html#LiangWJQHH23 Jingping Liu Tao Chen 0019 Zujie Liang Haiyun Jiang Yanghua Xiao Feng Wei Yuxi Qian Zhenghong Hao Bing Han 0017 Hierarchical Prompt Tuning for Few-Shot Multi-Task Learning. 1556-1565 2023 CIKM https://doi.org/10.1145/3583780.3614913 conf/cikm/2023 db/conf/cikm/cikm2023.html#LiuCLJXWQHH23 Zujie Liang Fan Liang TransPCC: Towards Deep Point Cloud Compression via Transformers. 1-5 2022 ICMR https://doi.org/10.1145/3512527.3531423 conf/mir/2022 db/conf/mir/icmr2022.html#LiangL22 Zujie Liang Huang Hu Can Xu Chongyang Tao Xiubo Geng Yining Chen Fan Liang Daxin Jiang Maria: A Visual Experience Powered Conversational Agent. 5596-5611 2021 ACL/IJCNLP (1) https://doi.org/10.18653/v1/2021.acl-long.435 https://aclanthology.org/2021.acl-long.435 conf/acl/2021-1 db/conf/acl/acl2021-1.html#LiangHXTGCLJ20 Zujie Liang Huang Hu Can Xu Jian Miao Yingying He Yining Chen Xiubo Geng Fan Liang Daxin Jiang Learning Neural Templates for Recommender Dialogue System. 7821-7833 2021 EMNLP (1) https://doi.org/10.18653/v1/2021.emnlp-main.617 https://aclanthology.org/2021.emnlp-main.617 conf/emnlp/2021-1 db/conf/emnlp/emnlp2021-1.html#LiangHXMHCGLJ21 Zujie Liang Haifeng Hu 0001 Jiaying Zhu LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question Answering. 1955-1959 2021 SIGIR https://doi.org/10.1145/3404835.3462981 conf/sigir/2021 db/conf/sigir/sigir2021.html#Liang0Z21

Zujie Liang Huang Hu Can Xu Chongyang Tao Xiubo Geng Yining Chen Fan Liang Daxin Jiang Maria: A Visual Experience Powered Conversational Agent. 2021 abs/2105.13073 CoRR https://arxiv.org/abs/2105.13073 db/journals/corr/corr2105.html#abs-2105-13073

Zujie Liang Haifeng Hu 0001 Jiaying Zhu LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question Answering. 2021 abs/2105.14300 CoRR https://arxiv.org/abs/2105.14300 db/journals/corr/corr2105.html#abs-2105-14300

Zujie Liang Huang Hu Can Xu Jian Miao Yingying He Yining Chen Xiubo Geng Fan Liang Daxin Jiang Learning Neural Templates for Recommender Dialogue System. 2021 abs/2109.12302 CoRR https://arxiv.org/abs/2109.12302 db/journals/corr/corr2109.html#abs-2109-12302

Zujie Liang Weitao Jiang Haifeng Hu 0001 Jiaying Zhu Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering. 3285-3292 2020 EMNLP (1) https://doi.org/10.18653/v1/2020.emnlp-main.265 https://aclanthology.org/2020.emnlp-main.265/ conf/emnlp/2020-1 db/conf/emnlp/emnlp2020-1.html#LiangJHZ20 Chenxin An Jiangjie Chen Jinglei Chen Lida Chen Lin Chen Linxun Chen Tao Chen 0019 Yining Chen Hang Gao Xiubo Geng Bing Han Bing Han 0017 Jiaojiao Han Zhenghong Hao Qianyu He Yingying He Haifeng Hu 0001 Huang Hu Daxin Jiang Haiyun Jiang Sihang Jiang Weitao Jiang Yin Jie Nianqi Li Shuang Li Fan Liang Jiaqing Liang Wenfang Lin Jingping Liu Kai Mei Jian Miao Xuying Ning Yuxi Qian Wei Shi Yunxiao Shi Juntao Tan Chongyang Tao Kun Wang 0056 Wei Wang 0009 Xintao Wang 0001 Feng Wei Qitian Wu Xinhui Wu Jin Xiao Yanghua Xiao Can Xu Dong Xu Min Xu 0001 Wujiang Xu Deqing Yang Kerun Yu Siyu Yuan Bowei Zhang Yikai Zhang 0004 Yongfeng Zhang 0003 Bo Zheng Jiaying Zhu Xi Zhu