Shumin Deng

25 papers at tracked venues · 18 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

ACL ×9 EMNLP ×5 AAAI ×2 NeurIPS ×2 ICLR ×1 ICML ×1 NAACL ×1 USENIX Security ×1 VLDB ×1 WSDM ×1 WWW ×1

Frequent coauthors

Ningyu Zhang

×18

Huajun Chen

×17

Yunzhi Yao

×11

Mengru Wang

×8

Ziwen Xu

×7

Bryan Hooi

×7

Haoming Xu

×4

Zekun Xi

×4

Lei Liang

×4

Nay Oo

×4

Yuqi Zhu

×3

Tri Cao

×3

Papers

How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities
ACL 2026 ·
Ziwen Xu
,
Kewei Xu
,
Haoming Xu
,
Haiwen Hong
,
Longtao Huang
,
Hui Xue
,
Ningyu Zhang
,
Yongliang Shen
,
Guozhou Zheng
,
Huajun Chen
, Shumin Deng
Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency
ACL 2026 ·
Haoming Xu
,
Ningyuan Zhao
,
Yunzhi Yao
,
Weihong Xu
,
Hongru Wang
,
Xinle Deng
, Shumin Deng,
Jeff Z. Pan
,
Huajun Chen
,
Ningyu Zhang
KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks
AAAI 2026 ·
Zekun Xi
,
Ziyan Jiang
,
Yujie Bao
,
Zhenqian Xu
, Shumin Deng
LookAhead Tuning: Safer Language Models via Partial Answer Previews
WSDM 2026 ·
Kangwei Liu
,
Mengru Wang
,
Yujie Luo
,
Lin Yuan
,
Mengshu Sun
,
Lei Liang
,
Zhiqiang Zhang
,
Jun Zhou
,
Bryan Hooi
, Shumin Deng
StructMem: Structured Memory for Long-Horizon Behavior in LLMs
ACL 2026 ·
Buqiang Xu
,
Yijun Chen
,
Jizhan Fang
,
Ruobin Zhong
,
Yunzhi Yao
,
Yuqi Zhu
,
Lun Du
, Shumin Deng
Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics
ACL 2026 ·
Ziwen Xu
,
Chenyan Wu
,
Hengyu Sun
,
Haiwen Hong
,
Mengru Wang
,
Yunzhi Yao
,
Longtao Huang
,
Hui Xue
, Shumin Deng,
Zhixuan Chu
,
Huajun Chen
,
Ningyu Zhang
Automating Steering for Safe Multimodal Large Language Models
EMNLP 2025 ·
Lyucheng Wu
,
Mengru Wang
,
Ziwen Xu
,
Tri Cao
,
Nay Oo
,
Bryan Hooi
, Shumin Deng
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms
ACL 2025 ·
Mengru Wang
,
Ziwen Xu
,
Shengyu Mao
, Shumin Deng,
Zhaopeng Tu
,
Huajun Chen
,
Ningyu Zhang
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
EMNLP 2025 ·
Yunzhi Yao
,
Jizhan Fang
,
Jia-Chen Gu
,
Ningyu Zhang
, Shumin Deng,
Huajun Chen
,
Nanyun Peng
Exploring Model Kinship for Merging Large Language Models
EMNLP 2025 ·
Yedi Hu
,
Yunzhi Yao
,
Ningyu Zhang
,
Huajun Chen
, Shumin Deng
FlipAttack: Jailbreak LLMs via Flipping
ICML 2025 ·
Yue Liu
,
Xiaoxin He
,
Miao Xiong
,
Jinlan Fu
, Shumin Deng,
Yingwei Ma
,
Jiaheng Zhang
,
Bryan Hooi
How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training
ACL 2025 ·
Yixin Ou
,
Yunzhi Yao
,
Ningyu Zhang
,
Hui Jin
,
Jiacheng Sun
, Shumin Deng,
Zhenguo Li
,
Huajun Chen
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents
NAACL 2025 ·
Yuqi Zhu
,
Shuofei Qiao
,
Yixin Ou
, Shumin Deng,
Shiwei Lyu
,
Yue Shen
,
Lei Liang
,
Jinjie Gu
,
Huajun Chen
,
Ningyu Zhang
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
ICLR 2025 ·
Chenxi Wang
,
Xiang Chen
,
Ningyu Zhang
,
Bozhong Tian
,
Haoming Xu
, Shumin Deng,
Huajun Chen
PhishIntel: Toward Practical Deployment of Reference-Based Phishing Detection
WWW 2025 ·
Yuexin Li
,
Hiok Kuek Tan
,
Qiaoran Meng
,
Mei Lin Lock
,
Tri Cao
, Shumin Deng,
Nay Oo
,
Hoon Wei Lim
,
Bryan Hooi
ReLearn: Unlearning via Learning for Large Language Models
ACL 2025 ·
Haoming Xu
,
Ningyuan Zhao
,
Liming Yang
,
Sendong Zhao
, Shumin Deng,
Mengru Wang
,
Bryan Hooi
,
Nay Oo
,
Huajun Chen
,
Ningyu Zhang
Agent Planning with World Knowledge Model
NeurIPS 2024 ·
Shuofei Qiao
,
Runnan Fang
,
Ningyu Zhang
,
Yuqi Zhu
,
Xiang Chen
, Shumin Deng,
Yong Jiang
,
Pengjun Xie
,
Fei Huang
,
Huajun Chen
Detoxifying Large Language Models via Knowledge Editing
ACL 2024 ·
Mengru Wang
,
Ningyu Zhang
,
Ziwen Xu
,
Zekun Xi
, Shumin Deng,
Yunzhi Yao
,
Qishen Zhang
,
Linyi Yang
,
Jindong Wang
,
Huajun Chen
Editing Conceptual Knowledge for Large Language Models
EMNLP 2024 ·
Xiaohan Wang
,
Shengyu Mao
, Shumin Deng,
Yunzhi Yao
,
Yue Shen
,
Lei Liang
,
Jinjie Gu
,
Huajun Chen
,
Ningyu Zhang
Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View
ACL 2024 ·
Jintian Zhang
,
Xin Xu
,
Ningyu Zhang
,
Ruibo Liu
,
Bryan Hooi
, Shumin Deng
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection
USENIX Security 2024 ·
Yuexin Li
,
Chengyu Huang
, Shumin Deng,
Mei Lin Lock
,
Tri Cao
,
Nay Oo
,
Hoon Wei Lim
,
Bryan Hooi
Knowledge Circuits in Pretrained Transformers
NeurIPS 2024 ·
Yunzhi Yao
,
Ningyu Zhang
,
Zekun Xi
,
Mengru Wang
,
Ziwen Xu
, Shumin Deng,
Huajun Chen
Knowledge Mechanisms in Large Language Models: A Survey and Perspective
EMNLP 2024 ·
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
OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System
VLDB 2024 ·
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
When Do Program-of-Thought Works for Reasoning?
AAAI 2024 ·
Zhen Bi
,
Ningyu Zhang
,
Yinuo Jiang
, Shumin Deng,
Guozhou Zheng
,
Huajun Chen