Shumin Deng

National University of Singapore — Singapore

Computer Science · Physical Sciences

26h-index2.8kcitations102works9.92yr avg
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Research Topics

Topic Modeling(67), Natural Language Processing Techniques(47), Advanced Graph Neural Networks(17), Multimodal Machine Learning Applications(16), Advanced Text Analysis Techniques(12)

Publications102 total

Retrieval-augmented Prompt Learning for Pre-trained Foundation Models
arXiv (Cornell University)·2025Open Access
InnoGym: Benchmarking the Innovation Potential of AI Agents
arXiv (Cornell University)·2025Open Access
LightMem: Lightweight and Efficient Memory-Augmented Generation
arXiv (Cornell University)·2025Open Access
Automating Steering for Safe Multimodal Large Language Models
arXiv (Cornell University)·2025Open Access
ChineseHarm-Bench: A Chinese Harmful Content Detection Benchmark
arXiv (Cornell University)·2025Open Access
VPI-Bench: Visual Prompt Injection Attacks for Computer-Use Agents
arXiv (Cornell University)·2025Open Access
PhishIntel: Toward Practical Deployment of Reference-Based Phishing Detection
2025Open Access
The E3 ligase c-Cbl modulates microglial phenotypes and contributes to Parkinson’s disease pathology
Cell Death Discovery·2025· 1 citedOpen Access
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
arXiv (Cornell University)·2025Open Access
From Certainty to Uncertainty in Knowledge: Exploring Modeling, Extraction, Representation, and Applications
Frontiers in artificial intelligence and applications·2025
ReLearn: Unlearning via Learning for Large Language Models
arXiv (Cornell University)·2025Open Access
Exploring Model Kinship for Merging Large Language Models
2025Open Access
PhishIntel: Toward Practical Deployment of Reference-Based Phishing Detection
arXiv (Cornell University)·2024Open Access
Information Extraction in Low-Resource Scenarios: Survey and Perspective
2024· 9 cited
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
arXiv (Cornell University)·2024· 3 citedOpen Access
LLMs for knowledge graph construction and reasoning: recent capabilities and future opportunities
World Wide Web·2024· 168 cited
Knowledge Circuits in Pretrained Transformers
arXiv (Cornell University)·2024· 1 citedOpen Access
Detoxifying Large Language Models via Knowledge Editing
arXiv (Cornell University)·2024· 4 citedOpen Access
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection
arXiv (Cornell University)·2024· 7 citedOpen Access
Optimization Design of Predictive Response Based on Time Series Forecast Model LSTM in Broadband High Current Feedback Regulation
2024· 2 cited
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Frequent Co-authors

Huajun Chen(43), Ningyu Zhang(37), Fei Huang(14), Chuanqi Tan(11), Mosha Chen(9), Hongbin Ye(8), Jiaoyan Chen(7), Xin Xie(6), Zhanlin Sun(6), Luo Si(5), Yunzhi Yao(5), Luoqiu Li(5), Xiang Chen(4), Zhen Bi(4), Haiyang Yu(4), Yunzhi Yao(3), Wei Zhang(3), Shuofei Qiao(3), Yixin Ou(3), Zhoubo Li(3)