Synthesizing Barrier Certificates of Neural Network Controlled Continuous Systems via Approximations. - Meng Sha; Xin Chen 027; Yuzhe Ji; Qingye Zhao; Zhengfeng Yang; Wang Lin; Enyi Tang; Qiguang Chen; Xuandong Li (DAC, 2021)

Don't be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System. - Libo Qin 001; Tianbao Xie; Shijue Huang; Qiguang Chen; Xiao Xu 005; Wanxiang Che (EMNLP (1), 2021)

Synthesizing ReLU neural networks with two hidden layers as barrier certificates for hybrid systems. - Qingye Zhao; Xin Chen 027; Yifan Zhang 005; Meng Sha; Zhengfeng Yang; Wang Lin; Enyi Tang; Qiguang Chen; Xuandong Li (HSCC, 2021)

A Learning Framework for Diffeomorphic Image Registration based on Quasi-conformal Geometry. - Qiguang Chen; Zhiwen Li; Lok Ming Lui (CoRR, 2021)

Structure preservation adversarial network for visual domain adaptation. - Min Meng 001; Qiguang Chen; Jigang Wu (Inf. Sci., 2021)

GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding. - Libo Qin 001; Qiguang Chen; Tianbao Xie; Qixin Li; Jian-Guang Lou; Wanxiang Che; Min-Yen Kan (ACL (1), 2022)

CGIM: A Cycle Guided Interactive Learning Model for Consistency Identification in Task-oriented Dialogue. - Libo Qin 001; Qiguang Chen; Tianbao Xie; Qian Liu; Shijue Huang; Wanxiang Che; Zhou Yu (COLING, 2022)

OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding. - Libo Qin 001; Qiguang Chen; Xiao Xu 005; Yunlong Feng; Wanxiang Che (ACL (demo), 2023)

MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System. - Libo Qin 001; Shijue Huang; Qiguang Chen; Chenran Cai; Yudi Zhang; Bin Liang 004; Wanxiang Che; Ruifeng Xu 001 (ACL (Findings), 2023)

CLIPText: A New Paradigm for Zero-shot Text Classification. - Libo Qin 001; Weiyun Wang; Qiguang Chen; Wanxiang Che (ACL (Findings), 2023)

Admittance-Based Non-Singular Terminal Sliding Mode Control of Multiple Cooperative Manipulators. - Lucas Wan; Ya-Jun Pan 001; Qiguang Chen (AIM, 2023)

Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages. - Libo Qin 001; Qiguang Chen; Fuxuan Wei; Shijue Huang; Wanxiang Che (EMNLP, 2023)

End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions. - Libo Qin 001; Wenbo Pan; Qiguang Chen; Lizi Liao; Zhou Yu; Yue Zhang 004; Wanxiang Che; Min Li 007 (EMNLP, 2023)

HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding. - Bo Zheng 010; Zhouyang Li; Fuxuan Wei; Qiguang Chen; Libo Qin 001; Wanxiang Che (CoRR, 2023)

A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding. - Wenbo Pan; Qiguang Chen; Xiao Xu 005; Wanxiang Che; Libo Qin 001 (CoRR, 2023)

3D Quasiconformal Representation and Solver. - Qiguang Chen; Lok Ming Lui (CoRR, 2023)

Through the Lens of Core Competency: Survey on Evaluation of Large Language Models. - Ziyu Zhuang; Qiguang Chen; Longxuan Ma; Mingda Li 001; Yi Han; Yushan Qian; Haopeng Bai; Zixian Feng; Weinan Zhang 003; Ting Liu 001 (CoRR, 2023)

Automatic landmark detection and registration of brain cortical surfaces via quasi-conformal geometry and convolutional neural networks. - Yuchen Guo; Qiguang Chen; Gary P. T. Choi; Lok Ming Lui (Comput. Biol. Medicine, 2023)

M³CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jin Zhang; Zhi Chen 006; Xiao Xu 005; Wanxiang Che (ACL (1), 2024)

AutoCAP: Towards Automatic Cross-lingual Alignment Planning for Zero-shot Chain-of-Thought. - Yongheng Zhang 001; Qiguang Chen; Min Li 007; Wanxiang Che; Libo Qin 001 (ACL (Findings), 2024)

Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information. - Yongheng Zhang 001; Qiguang Chen; Jingxuan Zhou; Peng Wang 168; Jiasheng Si; Jin Wang; Wenpeng Lu; Libo Qin 001 (EMNLP (Findings), 2024)

LabCLIP: Label-Enhanced Clip for Improving Zero-Shot Text Classification. - Yongheng Zhang 001; Peng Wang 168; Qiguang Chen; Jingxuan Zhou; Yongmei Wang; Min Li 007; Libo Qin 001 (ICASSP, 2024)

Tree-Planner: Efficient Close-loop Task Planning with Large Language Models. - Mengkang Hu; Yao Mu 001; Xinmiao Yu; Mingyu Ding; Shiguang Wu 004; Wenqi Shao; Qiguang Chen; Bin Wang 034; Yu Qiao 001; Ping Luo 002 (ICLR, 2024)

Decoupling Breaks Data Barriers: A Decoupled Pre-training Framework for Multi-intent Spoken Language Understanding. - Libo Qin 001; Qiguang Chen; Jingxuan Zhou; Qinzheng Li; Chunlin Lu; Wanxiang Che (IJCAI, 2024)

What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration. - Libo Qin 001; Qiguang Chen; Hao Fei 003; Zhi Chen 006; Min Li 007; Wanxiang Che (NeurIPS, 2024)

Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jiaqi Wang 012; Jingxuan Zhou; Wanxiang Che (NeurIPS, 2024)

Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers. - Libo Qin 001; Qiguang Chen; Yuhang Zhou; Zhi Chen 006; Yinghui Li; Lizi Liao; Min Li 007; Wanxiang Che; Philip S. Yu (CoRR, 2024)

Large Language Models Meet NLP: A Survey. - Libo Qin 001; Qiguang Chen; Xiachong Feng; Yang Wu 010; Yongheng Zhang 001; Yinghui Li; Min Li 007; Wanxiang Che; Philip S. Yu (CoRR, 2024)

M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jin Zhang; Zhi Chen 006; Xiao Xu 005; Wanxiang Che (CoRR, 2024)

An Optimal Task Planning and Agent-aware Allocation Algorithm in Collaborative Tasks Combining with PDDL and POPF. - Qiguang Chen; Ya-Jun Pan 001 (CoRR, 2024)

What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices. - Zhi Chen 006; Qiguang Chen; Libo Qin 001; Qipeng Guo; Haijun Lv; Yicheng Zou; Wanxiang Che; Hang Yan 001; Kai Chen 026; Dahua Lin (CoRR, 2024)

In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks. - Dingzirui Wang; Xuangliang Zhang; Qiguang Chen; Longxu Dou; Xiao Xu 005; Rongyu Cao; Yingwei Ma; Qingfu Zhu; Wanxiang Che; Binhua Li; Fei Huang 002; Yongbin Li (CoRR, 2024)

Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jiaqi Wang 012; Jinxuan Zhou; Wanxiang Che (CoRR, 2024)

KVSharer: Efficient Inference via Layer-Wise Dissimilar KV Cache Sharing. - Yifei Yang; Zouying Cao; Qiguang Chen; Libo Qin 001; Dongjie Yang; Hai Zhao 001; Zhi Chen 006 (CoRR, 2024)

A Deep Learning Framework for Diffeomorphic Mapping Problems via Quasi-conformal Geometry Applied to Imaging. - Qiguang Chen; Zhiwen Li; Lok Ming Lui (SIAM J. Imaging Sci., 2024)

Divide-Solve-Combine: An Interpretable and Accurate Prompting Framework for Zero-shot Multi-Intent Detection. - Libo Qin 001; Qiguang Chen; Jingxuan Zhou; Jin Wang; Hao Fei 003; Wanxiang Che; Min Li 007 (AAAI, 2025)

CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models. - Zihui Cheng; Qiguang Chen; Jin Zhang; Hao Fei 003; Xiaocheng Feng; Wanxiang Che; Min Li 007; Libo Qin 001 (AAAI, 2025)

CCHall: A Novel Benchmark for Joint Cross-Lingual and Cross-Modal Hallucinations Detection in Large Language Models. - Yongheng Zhang 001; Xu Liu; Ruoxi Zhou; Qiguang Chen; Hao Fei 003; Wenpeng Lu; Libo Qin 001 (ACL (1), 2025)

What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices. - Zhi Chen 006; Qiguang Chen; Libo Qin 001; Qipeng Guo; Haijun Lv; Yicheng Zou; Hang Yan 001; Kai Chen 026; Dahua Lin (ACL (1), 2025)

HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language Model. - Mengkang Hu; Tianxing Chen; Qiguang Chen; Yao Mu 001; Wenqi Shao; Ping Luo 002 (ACL (1), 2025)

Text2World: Benchmarking Large Language Models for Symbolic World Model Generation. - Mengkang Hu; Tianxing Chen; Yude Zou; Yuheng Lei; Qiguang Chen; Ming Li; Yao Mu 001; Hongyuan Zhang 001; Wenqi Shao; Ping Luo 002 (ACL (Findings), 2025)

MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios. - Jinyang Huang; Xiachong Feng; Qiguang Chen; Hanjie Zhao; Zihui Cheng; Jiesong Bai; Jingxuan Zhou; Min Li 007; Libo Qin 001 (ACL (Findings), 2025)

X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System. - Peng Wang 168; Ruihan Tao; Qiguang Chen; Mengkang Hu; Libo Qin 001 (ACL (Findings), 2025)

Can Large Language Models Understand You Better? An MBTI Personality Detection Dataset Aligned with Population Traits. - Bohan Li; Jiannan Guan; Longxu Dou; Yunlong Feng; Dingzirui Wang; Yang Xu 049; Enbo Wang; Qiguang Chen; Bichen Wang; Xiao Xu 005; Yimeng Zhang; Libo Qin 001; et al. (COLING, 2025)

CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding. - Libo Qin 001; Fuxuan Wei; Qiguang Chen; Jingxuan Zhou; Shijue Huang; Jiasheng Si; Wenpeng Lu; Wanxiang Che (ICASSP, 2025)

Deformation-invariant neural network and its applications in distorted image restoration and analysis. - Han Zhang; Qiguang Chen; Lok Ming Lui (Neural Networks, 2025)

A survey of multilingual large language models. - Libo Qin 001; Qiguang Chen; Yuhang Zhou; Zhi Chen 006; Yinghui Li; Lizi Liao; Min Li 007; Wanxiang Che; Philip S. Yu (Patterns, 2025)

DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization. - Jiaqi Wang 012; Yuhang Zhou; Zhixiong Zhang; Qiguang Chen; Yongqiang Chen 002; James Cheng (Trans. Mach. Learn. Res., 2025)

ECM: A Unified Electronic Circuit Model for Explaining the Emergence of In-Context Learning and Chain-of-Thought in Large Language Model. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiaqi Wang 012; Mengkang Hu; Zhi Chen 006; Wanxiang Che; Ting Liu 001 (CoRR, 2025)

The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Safety Analysis. - Wenbo Pan; Zhichao Liu; Qiguang Chen; Xiangyang Zhou; Haining Yu; Xiaohua Jia (CoRR, 2025)

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiannan Guan; Peng Wang 168; Mengkang Hu; Yuhang Zhou; Te Gao; Wanxiang Che (CoRR, 2025)

DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective. - Dengyun Peng; Yuhang Zhou; Qiguang Chen; Jinhao Liu; Jingjing Chen; Libo Qin 001 (CoRR, 2025)

Efficient Process Reward Model Training via Active Learning. - Keyu Duan; Zichen Liu; Xin Mao; Tianyu Pang; Changyu Chen; Qiguang Chen; Michael Qizhe Shieh; Longxu Dou (CoRR, 2025)

RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Yue Liao; Jiaqi Wang 012; Jingxuan Zhou; Wanxiang Che (CoRR, 2025)

Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought. - Zihui Cheng; Qiguang Chen; Xiao Xu 005; Jiaqi Wang 012; Weiyun Wang; Hao Fei 003; Yidong Wang; Alex Jinpeng Wang; Zhi Chen 006; Wanxiang Che; Libo Qin 001 (CoRR, 2025)

OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation. - Mengkang Hu; Yuhang Zhou; Wendong Fan; Yuzhou Nie; Bowei Xia; Tao Sun; Ziyu Ye; Zhaoxuan Jin; Yingru Li; Qiguang Chen; Zeyu Zhang; Yifeng Wang; et al. (CoRR, 2025)

Truly Assessing Fluid Intelligence of Large Language Models through Dynamic Reasoning Evaluation. - Yue Yang; MingKang Chen; Qihua Liu; Mengkang Hu; Qiguang Chen; Gengrui Zhang; Shuyue Hu; Guangtao Zhai; Yu Qiao 001; Yu Wang 002; Wenqi Shao; Ping Luo 002 (CoRR, 2025)

Volumetric Parameterization for 3-Dimensional Simply-Connected Manifolds. - Zhiyuan Lyu; Qiguang Chen; Gary P. T. Choi; Lok Ming Lui (CoRR, 2025)

AI4Research: A Survey of Artificial Intelligence for Scientific Research. - Qiguang Chen; Ming-Hsuan Yang 001; Libo Qin 001; Jinhao Liu; Zheng Yan; Jiannan Guan; Dengyun Peng; Yiyan Ji; Hanjing Li; Mengkang Hu; Yimeng Zhang; Yihao Liang; et al. (CoRR, 2025)

ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models. - Yongheng Zhang 001; Xu Liu; Ruihan Tao; Qiguang Chen; Hao Fei 003; Wanxiang Che; Libo Qin 001 (CoRR, 2025)

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models. - Yiyan Ji; Haoran Chen; Qiguang Chen; Chengyue Wu; Libo Qin 001; Wanxiang Che (CoRR, 2025)

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models. - Qiguang Chen; Dengyun Peng; Jinhao Liu; HuiKang Su; Jiannan Guan; Libo Qin 001; Wanxiang Che (CoRR, 2025)

MPFToD: a modularized pre-training framework for consistency identification in task-oriented dialogue. - Libo Qin 001; Shijue Huang; Qiguang Chen; Qian Liu; Wanxiang Che; Ruifeng Xu 001 (Frontiers Comput. Sci., 2025)