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2020 – today
- 2026
[c27]Jialiang Wang
, Hanmo Liu, Shimin Di, Zhili Wang, Jiachuan Wang, Lei Chen, Xiaofang Zhou:
Proficient Graph Neural Network Design by Accumulating Knowledge on Large Language Models. WSDM 2026: 681-691- [i29]Jiawei Shen, Jia Zhu, Hanghui Guo, Weijie Shi, Yue Cui, Qingyu Niu, Guoqing Ma, Yidan Liang, Jingjiang Liu, Yiling Wang, Shimin Di, Jiajie Xu:
ACR: Adaptive Context Refactoring via Context Refactoring Operators for Multi-Turn Dialogue. CoRR abs/2601.05589 (2026) - [i28]Siyu Gong, Linan Yue, Weibo Gao, Fangzhou Yao, Shimin Di, Lei Feng, Min-Ling Zhang:
Guided by Trajectories: Repairing and Rewarding Tool-Use Trajectories for Tool-Integrated Reasoning. CoRR abs/2601.23032 (2026) - 2025
- [j4]Hanghui Guo, Shimin Di, Zhangze Chen, Changfan Pan, Chaojun Meng, Jia Zhu:
FGRCAT: A fine-grained reasoning framework through causality and adversarial training. Expert Syst. Appl. 272: 126688 (2025) - [j3]Shimin Di, Yongqi Zhang, Quanming Yao, Xiaofang Zhou, Lei Chen:
Efficient Latent-based Scoring Function Search for N-ary Relational Knowledge Bases. ACM Trans. Knowl. Discov. Data 19(2): 34:1-34:26 (2025) - [c26]Hanghui Guo, Jia Zhu, Shimin Di, Weijie Shi, Zhangze Chen, Jiajie Xu:
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation. ACL (1) 2025: 2953-2975 - [c25]Yubo Wang, Shimin Di, Zhili Wang, Haoyang Li, Fei Teng, Hao Xin, Lei Chen:
Understanding the Embedding Models on Hyper-relational Knowledge Graph. CIKM 2025: 3177-3187 - [c24]Hanmo Liu, Shimin Di, Jialiang Wang, Zhili Wang, Jiachuan Wang, Xiaofang Zhou, Lei Chen:
Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models. ICLR 2025 - [c23]Hanmo Liu, Shimin Di, Haoyang Li, Xun Jian, Yue Wang, Lei Chen:
A Selective Learning Method for Temporal Graph Continual Learning. ICML 2025 - [c22]Shuangyin Li, Jihua Yang, Yixuan Wang, Shimin Di, Lei Chen:
ESCFD: Probabilistic Flow Diffusion Model for Accelerated High-Quality Single-Cell RNA-seq Data Synthesis. KDD (2) 2025: 1517-1528 - [c21]Liang Yao, Fan Liu, Delong Chen, Chuanyi Zhang, Yijun Wang, Ziyun Chen, Wei Xu, Shimin Di, Yuhui Zheng:
RemoteSAM: Towards Segment Anything for Earth Observation. ACM Multimedia 2025: 3027-3036 - [c20]Liang Yao, Fan Liu, Shengxiang Xu, Chuanyi Zhang, Shimin Di, Xing Ma, Jianyu Jiang, Zequan Wang, Jun Zhou:
UEMM-Air: Enable UAVs to Undertake More Multi-modal Tasks. ACM Multimedia 2025: 12792-12798 - [i27]Xujie Yuan, Yongxu Liu, Shimin Di, Shiwen Wu, Libin Zheng, Rui Meng, Lei Chen, Xiaofang Zhou, Jian Yin:
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation. CoRR abs/2502.20854 (2025) - [i26]Hanmo Liu, Shimin Di, Haoyang Li, Xun Jian, Yue Wang, Lei Chen:
A Selective Learning Method for Temporal Graph Continual Learning. CoRR abs/2503.01580 (2025) - [i25]Jiachuan Wang, Shimin Di, Tianhao Tang, Haoyang Li, Charles Wang Wai Ng, Xiaofang Zhou, Lei Chen:
Learning Towards Emergence: Paving the Way to Induce Emergence by Inhibiting Monosemantic Neurons on Pre-trained Models. CoRR abs/2503.23298 (2025) - [i24]Hanghui Guo, Jia Zhu, Shimin Di, Weijie Shi, Zhangze Chen, Jiajie Xu:
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation. CoRR abs/2504.10198 (2025) - [i23]Liang Yao, Fan Liu, Delong Chen, Chuanyi Zhang, Yijun Wang, Ziyun Chen, Wei Xu, Shimin Di, Yuhui Zheng:
RemoteSAM: Towards Segment Anything for Earth Observation. CoRR abs/2505.18022 (2025) - [i22]Ran Li, Shimin Di, Yuchen Liu, Chen Jing, Yu Qiu, Lei Chen:
Beyond path selection: Better LLMs for Scientific Information Extraction with MimicSFT and Relevance and Rule-induced(R2)GRPO. CoRR abs/2505.22068 (2025) - [i21]Jialiang Wang, Hanmo Liu, Shimin Di, Zhili Wang, Jiachuan Wang, Lei Chen, Xiaofang Zhou:
Beyond Model Base Selection: Weaving Knowledge to Master Fine-grained Neural Network Design. CoRR abs/2507.15336 (2025) - [i20]Liang Yao, Fan Liu, Hongbo Lu, Chuanyi Zhang, Rui Min, Shengxiang Xu, Shimin Di, Pai Peng:
RemoteReasoner: Towards Unifying Geospatial Reasoning Workflow. CoRR abs/2507.19280 (2025) - [i19]Linan Yue, Yichao Du, Yizhi Wang, Weibo Gao, Fangzhou Yao, Li Wang, Ye Liu, Ziyu Xu, Qi Liu, Shimin Di, Min-Ling Zhang:
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models. CoRR abs/2508.02120 (2025) - [i18]Yubo Wang, Shimin Di, Zhili Wang, Haoyang Li, Fei Teng, Hao Xin, Lei Chen:
Understanding the Embedding Models on Hyper-relational Knowledge Graph. CoRR abs/2508.03280 (2025) - [i17]Dongjie Xu, Yue Cui, Weijie Shi, Qingzhi Ma, Hanghui Guo, Jiaming Li, Yao Zhao, Ruiyuan Zhang, Shimin Di, Jia Zhu, Kai Zheng, Jiajie Xu:
E3-Rewrite: Learning to Rewrite SQL for Executability, Equivalence,and Efficiency. CoRR abs/2508.09023 (2025) - [i16]Xujie Yuan, Shimin Di, Jielong Tang, Libin Zheng, Jian Yin:
Towards Self-cognitive Exploration: Metacognitive Knowledge Graph Retrieval Augmented Generation. CoRR abs/2508.09460 (2025) - [i15]Chaoqian Ouyang, Ling Yue, Shimin Di, Libin Zheng, Linan Yue, Shaowu Pan, Jian Yin, Min-Ling Zhang:
Code2MCP: Transforming Code Repositories into MCP Services. CoRR abs/2509.05941 (2025) - [i14]Shengxiang Xu, Jiayi Zhang, Shimin Di, Yuyu Luo, Liang Yao, Hanmo Liu, Jia Zhu, Fan Liu, Min-Ling Zhang:
RobustFlow: Towards Robust Agentic Workflow Generation. CoRR abs/2509.21834 (2025) - [i13]Hanghui Guo, Shimin Di, Pasquale De Meo, Zhangze Chen, Jia Zhu:
MuPlon: Multi-Path Causal Optimization for Claim Verification through Controlling Confounding. CoRR abs/2509.25715 (2025) - [i12]Yizhang Zhu, Liangwei Wang, Chenyu Yang, Xiaotian Lin, Boyan Li, Wei Zhou, Xinyu Liu, Zhangyang Peng, Tianqi Luo, Yu Li, Chengliang Chai, Chong Chen, Shimin Di, Ju Fan, Ji Sun, Nan Tang, Fugee Tsung, Jiannan Wang, Chenglin Wu, Yanwei Xu, Shaolei Zhang, Yong Zhang, Xuanhe Zhou, Guoliang Li, Yuyu Luo:
A Survey of Data Agents: Emerging Paradigm or Overstated Hype? CoRR abs/2510.23587 (2025) - [i11]Yiming Zhao, Jiwei Tang, Shimin Di, Libin Zheng, Jianxing Yu, Jian Yin:
CoS: Towards Optimal Event Scheduling via Chain-of-Scheduling. CoRR abs/2511.12913 (2025) - [i10]Jiawei Shen, Jia Zhu, Hanghui Guo, Weijie Shi, Guoqing Ma, Yidan Liang, Jingjiang Liu, Hao Chen, Shimin Di:
DynaGen: Unifying Temporal Knowledge Graph Reasoning with Dynamic Subgraphs and Generative Regularization. CoRR abs/2512.12669 (2025) - 2024
- [j2]Haoyang Li, Shimin Di, Calvin Hong Yi Li, Lei Chen, Xiaofang Zhou:
Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense. Proc. VLDB Endow. 17(8): 2050-2063 (2024) - [c19]Yuchen Liu, Shimin Di, Lei Chen, Xiaofang Zhou, Fei Lin:
A Universal and Interpretable Method for Enhancing Stock Price Prediction. CIKM 2024: 1533-1543 - [c18]Haoyang Li, Shimin Di, Lei Chen, Xiaofang Zhou:
E2GCL: Efficient and Expressive Contrastive Learning on Graph Neural Networks. ICDE 2024: 859-873 - [c17]Ran Li, Shimin Di, Lei Chen, Xiaofang Zhou:
GradGCL: Gradient Graph Contrastive Learning. ICDE 2024: 1171-1184 - [c16]Hanmo Liu, Shimin Di, Haoyang Li, Shuangyin Li, Lei Chen, Xiaofang Zhou:
Effective Data Selection and Replay for Unsupervised Continual Learning. ICDE 2024: 1449-1463 - [c15]Zhili Wang, Shimin Di, Lei Chen, Xiaofang Zhou:
Search to Fine-Tune Pre-Trained Graph Neural Networks for Graph-Level Tasks. ICDE 2024: 2805-2819 - [c14]Shuzhi Liu, Shimin Di, Jianwen Peng, Quanming Yao:
Path-based Link Prediction on Hyper-relational Knowledge Graph. CAI 2024: 1071-1074 - [c13]Ran Li, Shimin Di, Lei Chen, Xiaofang Zhou:
SimDiff: Simple Denoising Probabilistic Latent Diffusion Model for Data Augmentation on Multi-modal Knowledge Graph. KDD 2024: 1631-1642 - [c12]Jiachuan Wang, Shimin Di, Lei Chen, Charles Wang Wai Ng:
Learning from Emergence: A Study on Proactively Inhibiting the Monosemantic Neurons of Artificial Neural Networks. KDD 2024: 3092-3103 - [i9]Fei Teng, Haoyang Li, Shimin Di, Lei Chen:
Cardinality Estimation on Hyper-relational Knowledge Graphs. CoRR abs/2405.15231 (2024) - [i8]Jialiang Wang, Shimin Di, Hanmo Liu, Zhili Wang, Jiachuan Wang, Lei Chen, Xiaofang Zhou:
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models. CoRR abs/2408.06717 (2024) - [i7]Jialiang Wang, Ning Zhang, Shimin Di, Ruidong Wang, Lei Chen:
Class-aware and Augmentation-free Contrastive Learning from Label Proportion. CoRR abs/2408.06743 (2024) - 2023
- [j1]Hanmo Liu, Shimin Di, Lei Chen:
Incremental Tabular Learning on Heterogeneous Feature Space. Proc. ACM Manag. Data 1(1): 18:1-18:18 (2023) - [c11]Jiachuan Wang, Shimin Di, Lei Chen, Charles Wang Wai Ng:
Noise2Info: Noisy Image to Information of Noise for Self-Supervised Image Denoising. ICCV 2023: 15988-15997 - [c10]Zhili Wang, Shimin Di, Lei Chen:
A Message Passing Neural Network Space for Better Capturing Data-dependent Receptive Fields. KDD 2023: 2489-2501 - [c9]Shimin Di, Lei Chen:
Message Function Search for Knowledge Graph Embedding. WWW 2023: 2633-2644 - [i6]Zhili Wang, Shimin Di, Lei Chen, Xiaofang Zhou:
Search to Fine-tune Pre-trained Graph Neural Networks for Graph-level Tasks. CoRR abs/2308.06960 (2023) - [i5]Jiachuan Wang, Shimin Di, Lei Chen, Charles Wang Wai Ng:
Emergence Learning: A Rising Direction from Emergent Abilities and a Monosemanticity-Based Study. CoRR abs/2312.11560 (2023) - [i4]Yixuan Wang, Shuangyin Li, Shimin Di, Lei Chen:
Single-Cell RNA-seq Synthesis with Latent Diffusion Model. CoRR abs/2312.14220 (2023) - 2022
- [c8]Haoyang Li, Shimin Di, Zijian Li, Lei Chen, Jiannong Cao:
Black-box Adversarial Attack and Defense on Graph Neural Networks. ICDE 2022: 1017-1030 - [c7]Haoyang Li, Shimin Di, Lei Chen:
Revisiting Injective Attacks on Recommender Systems. NeurIPS 2022 - 2021
- [c6]Shimin Di, Quanming Yao, Yongqi Zhang, Lei Chen:
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding. ICDE 2021: 1104-1115 - [c5]Zhili Wang, Shimin Di, Lei Chen:
AutoGEL: An Automated Graph Neural Network with Explicit Link Information. NeurIPS 2021: 24509-24522 - [c4]Jia Li, Shimin Di, Yanyan Shen, Lei Chen:
FluxEV: A Fast and Effective Unsupervised Framework for Time-Series Anomaly Detection. WSDM 2021: 824-832 - [c3]Shimin Di, Quanming Yao, Lei Chen:
Searching to Sparsify Tensor Decomposition for N-ary Relational Data. WWW 2021: 4043-4054 - [i3]Shimin Di, Quanming Yao, Lei Chen:
Searching to Sparsify Tensor Decomposition for N-ary Relational Data. CoRR abs/2104.10625 (2021) - [i2]Shimin Di, Quanming Yao, Yongqi Zhang, Lei Chen:
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding. CoRR abs/2104.10880 (2021) - [i1]Zhili Wang, Shimin Di, Lei Chen:
AutoGEL: An Automated Graph Neural Network with Explicit Link Information. CoRR abs/2112.01064 (2021)
2010 – 2019
- 2019
- [c2]Shimin Di, Yanyan Shen, Lei Chen:
Relation Extraction via Domain-aware Transfer Learning. KDD 2019: 1348-1357 - 2018
- [c1]Shimin Di, Jingshu Peng, Yanyan Shen, Lei Chen:
Transfer Learning via Feature Isomorphism Discovery. KDD 2018: 1301-1309
Coauthor Index
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