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Shumin Deng

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

56

Venues

16

Active years

2018–2026

Best venue rank

A*

Where they publish

Papers

56 indexed papers, newest first.

YearVenueTitleAuthors
2026AAAIKnowPilot: Your Knowledge-Driven Copilot for Domain Tasks.Zekun Xi, Ziyan Jiang, Yujie Bao, Zhenqian Xu, Shumin Deng
2026ACLStructMem: Structured Memory for Long-Horizon Behavior in LLMs.Buqiang Xu, Yijun Chen, Jizhan Fang, Ruobin Zhong, Yunzhi Yao, Yuqi Zhu, Lun Du, Shumin Deng
2026ACLWhy Steering Works: Toward a Unified View of Language Model Parameter Dynamics.Ziwen Xu, Chenyan Wu, Hengyu Sun, Haiwen Hong, Mengru Wang, Yunzhi Yao, Longtao Huang, Hui Xue, Shumin Deng, Zhixuan Chu, Huajun Chen, Ningyu Zhang
2026ACLHow Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities.Ziwen Xu, Kewei Xu, Haoming Xu, Haiwen Hong, Longtao Huang, Hui Xue, Ningyu Zhang, Yongliang Shen, Guozhou Zheng, Huajun Chen, Shumin Deng
2026ACLIllusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency.Haoming Xu, Ningyuan Zhao, Yunzhi Yao, Weihong Xu, Hongru Wang, Xinle Deng, Shumin Deng, Jeff Z. Pan, Huajun Chen, Ningyu Zhang
2026WSDMLookAhead Tuning: Safer Language Models via Partial Answer Previews.Kangwei Liu, Mengru Wang, Yujie Luo, Lin Yuan, Mengshu Sun, Lei Liang, Zhiqiang Zhang, Jun Zhou, Bryan Hooi, Shumin Deng
2025ACLHow Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training.Yixin Ou, Yunzhi Yao, Ningyu Zhang, Hui Jin, Jiacheng Sun, Shumin Deng, Zhenguo Li, Huajun Chen
2025ACLBeyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms.Mengru Wang, Ziwen Xu, Shengyu Mao, Shumin Deng, Zhaopeng Tu, Huajun Chen, Ningyu Zhang
2025ACLReLearn: Unlearning via Learning for Large Language Models.Haoming Xu, Ningyuan Zhao, Liming Yang, Sendong Zhao, Shumin Deng, Mengru Wang, Bryan Hooi, Nay Oo, Huajun Chen, Ningyu Zhang
2025COLINGDnA-Eval: Enhancing Large Language Model Evaluation through Decomposition and Aggregation.Minzhi Li, Zhengyuan Liu, Shumin Deng, Shafiq Joty, Nancy F. Chen, Min-Yen Kan
2025EMNLPExploring Model Kinship for Merging Large Language Models.Yedi Hu, Yunzhi Yao, Ningyu Zhang, Huajun Chen, Shumin Deng
2025EMNLPAutomating Steering for Safe Multimodal Large Language Models.Lyucheng Wu, Mengru Wang, Ziwen Xu, Tri Cao, Nay Oo, Bryan Hooi, Shumin Deng
2025EMNLPCaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners.Yunzhi Yao, Jizhan Fang, Jia-Chen Gu, Ningyu Zhang, Shumin Deng, Huajun Chen, Nanyun Peng
2025ICLRMLLM can see? Dynamic Correction Decoding for Hallucination Mitigation.Chenxi Wang, Xiang Chen, Ningyu Zhang, Bozhong Tian, Haoming Xu, Shumin Deng, Huajun Chen
2025ICMLFlipAttack: Jailbreak LLMs via Flipping.Yue Liu, Xiaoxin He, Miao Xiong, Jinlan Fu, Shumin Deng, Yingwei Ma, Jiaheng Zhang, Bryan Hooi
2025NAACLKnowAgent: Knowledge-Augmented Planning for LLM-Based Agents.Yuqi Zhu, Shuofei Qiao, Yixin Ou, Shumin Deng, Shiwei Lyu, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen, Ningyu Zhang
2025WWWPhishIntel: Toward Practical Deployment of Reference-Based Phishing Detection.Yuexin Li, Hiok Kuek Tan, Qiaoran Meng, Mei Lin Lock, Tri Cao, Shumin Deng, Nay Oo, Hoon Wei Lim, Bryan Hooi
2024AAAIWhen Do Program-of-Thought Works for Reasoning?Zhen Bi, Ningyu Zhang, Yinuo Jiang, Shumin Deng, Guozhou Zheng, Huajun Chen
2024ACLDetoxifying Large Language Models via Knowledge Editing.Mengru Wang, Ningyu Zhang, Ziwen Xu, Zekun Xi, Shumin Deng, Yunzhi Yao, Qishen Zhang, Linyi Yang, Jindong Wang, Huajun Chen
2024ACLExploring Collaboration Mechanisms for LLM Agents: A Social Psychology View.Jintian Zhang, Xin Xu, Ningyu Zhang, Ruibo Liu, Bryan Hooi, Shumin Deng
2024EMNLPEditing Conceptual Knowledge for Large Language Models.Xiaohan Wang, Shengyu Mao, Shumin Deng, Yunzhi Yao, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen, Ningyu Zhang
2024EMNLPKnowledge Mechanisms in Large Language Models: A Survey and Perspective.Mengru Wang, Yunzhi Yao, Ziwen Xu, Shuofei Qiao, Shumin Deng, Peng Wang, Xiang Chen, Jia-Chen Gu, Yong Jiang, Pengjun Xie, Fei Huang, Huajun Chen, Ningyu Zhang
2024VLDBOneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System.Ningyu Zhang, Zekun Xi, Yujie Luo, Peng Wang, Bozhong Tian, Yunzhi Yao, Jintian Zhang, Shumin Deng, Mengshu Sun, Lei Liang, Zhiqiang Zhang, Xiaowei Zhu, Jun Zhou, Huajun Chen
2023ACLSPEECH: Structured Prediction with Energy-Based Event-Centric Hyperspheres.Shumin Deng, Shengyu Mao, Ningyu Zhang, Bryan Hooi
2023ACLReasoning with Language Model Prompting: A Survey.Shuofei Qiao, Yixin Ou, Ningyu Zhang, Xiang Chen, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Huajun Chen
2023EMNLPEditing Large Language Models: Problems, Methods, and Opportunities.Yunzhi Yao, Peng Wang, Bozhong Tian, Siyuan Cheng, Zhoubo Li, Shumin Deng, Huajun Chen, Ningyu Zhang
2023ICCVFrom Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal.Yun Guo, Xueyao Xiao, Yi Chang, Shumin Deng, Luxin Yan
2023ICDEConstruction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph.Shumin Deng, Chengming Wang, Zhoubo Li, Ningyu Zhang, Zelin Dai, Hehong Chen, Feiyu Xiong, Ming Yan, Qiang Chen, Mosha Chen, Jiaoyan Chen, Jeff Z. Pan, Bryan Hooi, Huajun Chen
2023ICLRMultimodal Analogical Reasoning over Knowledge Graphs.Ningyu Zhang, Lei Li, Xiang Chen, Xiaozhuan Liang, Shumin Deng, Huajun Chen
2023SIGIRSchema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction.Yunzhi Yao, Shengyu Mao, Ningyu Zhang, Xiang Chen, Shumin Deng, Xi Chen, Huajun Chen
2022AAAIMolecular Contrastive Learning with Chemical Element Knowledge Graph.Yin Fang, Qiang Zhang, Haihong Yang, Xiang Zhuang, Shumin Deng, Wen Zhang, Ming Qin, Zhuo Chen, Xiaohui Fan, Huajun Chen
2022AAAILearning to Ask for Data-Efficient Event Argument Extraction (Student Abstract).Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen
2022COLINGLightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting.Xiang Chen, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen, Ningyu Zhang
2022ICLROntoProtein: Protein Pretraining With Gene Ontology Embedding.Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Qiang Zhang, Jiazhang Lian, Huajun Chen
2022ICLRDifferentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners.Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen
2022NAACLGood Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction.Xiang Chen, Ningyu Zhang, Lei Li, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
2022WWWKnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction.Xiang Chen, Ningyu Zhang, Xin Xie, Shumin Deng, Yunzhi Yao, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
2022WWWFrom Discrimination to Generation: Knowledge Graph Completion with Generative Transformer.Xin Xie, Ningyu Zhang, Zhoubo Li, Shumin Deng, Hui Chen, Feiyu Xiong, Mosha Chen, Huajun Chen
2022WWWOntology-enhanced Prompt-tuning for Few-shot Learning.Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen, Huajun Chen
2022SIGIRHybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion.Xiang Chen, Ningyu Zhang, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen
2021AAAIContrastive Triple Extraction with Generative Transformer.Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen
2021ACLOntoED: Low-resource Event Detection with Ontology Embedding.Shumin Deng, Ningyu Zhang, Luoqiu Li, Hui Chen, Huaixiao Tou, Mosha Chen, Fei Huang, Huajun Chen
2021ACLMLBiNet: A Cross-Sentence Collective Event Detection Network.Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen
2021IJCAIDocument-level Relation Extraction as Semantic Segmentation.Ningyu Zhang, Xiang Chen, Xin Xie, Shumin Deng, Chuanqi Tan, Mosha Chen, Fei Huang, Luo Si, Huajun Chen
2021IJCAIDrop Redundant, Shrink Irrelevant: Selective Knowledge Injection for Language Pretraining.Ningyu Zhang, Shumin Deng, Xu Cheng, Xi Chen, Yichi Zhang, Wei Zhang, Huajun Chen
2021KDDAliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba.Ningyu Zhang, Qianghuai Jia, Shumin Deng, Xiang Chen, Hongbin Ye, Hui Chen, Huaixiao Tou, Gang Huang, Zhao Wang, Nengwei Hua, Huajun Chen
2020AAAIWhen Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract).Shumin Deng, Ningyu Zhang, Zhanlin Sun, Jiaoyan Chen, Huajun Chen
2020COLINGBridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction.Haiyang Yu, Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen
2020EMNLPOpenUE: An Open Toolkit of Universal Extraction from Text.Ningyu Zhang, Shumin Deng, Zhen Bi, Haiyang Yu, Jiacheng Yang, Mosha Chen, Fei Huang, Wei Zhang, Huajun Chen
2020EMNLPSummarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention.Ningyu Zhang, Shumin Deng, Juan Li, Xi Chen, Wei Zhang, Huajun Chen
2020ISPAJoint Extraction of Triple Knowledge Based on Relation Priority.Chuanzhi Zhuang, Ningyu Zhang, Xiaolong Jin, Zhong Li, Shumin Deng, Huajun Chen
2020WWWRelation Adversarial Network for Low Resource Knowledge Graph Completion.Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoyan Chen, Wei Zhang, Huajun Chen
2020WSDMMeta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection.Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen
2019NAACLLong-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks.Ningyu Zhang, Shumin Deng, Zhanlin Sun, Guanying Wang, Xi Chen, Wei Zhang, Huajun Chen
2019WWWKnowledge-Driven Stock Trend Prediction and Explanation via Temporal Convolutional Network.Shumin Deng, Ningyu Zhang, Wen Zhang, Jiaoyan Chen, Jeff Z. Pan, Huajun Chen
2018EMNLPAttention-Based Capsule Network with Dynamic Routing for Relation Extraction.Ningyu Zhang, Shumin Deng, Zhanling Sun, Xi Chen, Wei Zhang, Huajun Chen