| 2026 | AAAI | AlignCVC: Aligning Cross-View Consistency for Single-Image-to-3D Generation. | Xinyue Liang, Zhiyuan Ma, Lingchen Sun, Yanjun Guo, Lei Zhang |
| 2026 | AAAI | CCAHCL: Multi-Level Hypergraph Contrastive Learning for Connected Component Awareness. | Zhuo Li, Gengyu Lyu, Yuena Lin, Ziang Chen, Zhiyuan Ma, Zhen Yang, Zun Li |
| 2026 | AAAI | OPERA: A Reinforcement Learning-Enhanced Orchestrated Planner-Executor Architecture for Reasoning-Oriented Multi-Hop Retrieval. | Yu Liu, Yanbing Liu, Fangfang Yuan, Cong Cao, Youbang Sun, Kun Peng, Weizhuo Chen, Jianjun Li, Zhiyuan Ma |
| 2026 | ACL | TSPO: Breaking the Double Homogenization Dilemma in Multi-turn Search Policy Optimization. | Shichao Ma, Zhiyuan Ma, Ming Yang, Xiaofan Li, Xing Wu, Jintao Du, Yu Cheng, Weiqiang Wang, Qiliang Liu, Zhengyang Zhou, Yang Wang |
| 2026 | ACL | SWE-Mutation: Can LLMs Generate Reliable Test Suites in Software Engineering? | Yuxuan Sun, Yuze Zhao, Yufeng Wang, Yao Du, Zhiyuan Ma, Jinbo Wang, Mengdi Zhang, Kai Zhang, Zhenya Huang |
| 2026 | ACL | I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing. | Jinghan Yu, Junhao Xiao, Chenyu Zhu, Jiaming Li, Jia Li, HanMing Deng, Xirui Wang, Guoli Jia, Jianjun Li, Xiang Bai, Bowen Zhou, Zhiyuan Ma |
| 2026 | WWW | UTAG: Leveraging LLM as a Unified Embedding Generator for Text-Attributed Graphs. | Mingqian Ding, Jianjun Li, Zhiyuan Ma, Liwei Zhang, Wenqi Yang |
| 2026 | WWW | MIDE: Multimodal Dialogue Emotion Recognition via Mutual Information Enhancement and Dynamic Modality Selection. | Zhibo Zhang, Jianjun Li, Zhiyuan Ma |
| 2025 | AAAI | DreamAlign: Dynamic Text-to-3D Optimization with Human Preference Alignment. | Gaofeng Liu, Zhiyuan Ma, Tao Fang |
| 2025 | AAAI | Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines. | Xinwei Long, Zhiyuan Ma, Ermo Hua, Kaiyan Zhang, Biqing Qi, Bowen Zhou |
| 2025 | AAAI | Automated Creation of Reusable and Diverse Toolsets for Enhancing LLM Reasoning. | Zhiyuan Ma, Zhenya Huang, Jiayu Liu, Minmao Wang, Hongke Zhao, Xin Li |
| 2025 | ACL | Gumbel Reranking: Differentiable End-to-End Reranker Optimization. | Siyuan Huang, Zhiyuan Ma, Jintao Du, Changhua Meng, Weiqiang Wang, Jingwen Leng, Minyi Guo, Zhouhan Lin |
| 2025 | CVPR | Progressive Rendering Distillation: Adapting Stable Diffusion for Instant Text-to-Mesh Generation without 3D Data. | Zhiyuan Ma, Xinyue Liang, Rongyuan Wu, Xiangyu Zhu, Zhen Lei, Lei Zhang |
| 2025 | CVPR | MVBoost: Boost 3D Reconstruction with Multi-View Refinement. | Xiangyu Liu, Xiaomei Zhang, Zhiyuan Ma, Xiangyu Zhu, Zhen Lei |
| 2025 | CVPR | Zero-Shot Blind-spot Image Denoising via Implicit Neural Sampling. | Yuhui Quan, Tianxiang Zheng, Zhiyuan Ma, Hui Ji |
| 2025 | CVPR | Pixel-level and Semantic-level Adjustable Super-resolution: A Dual-LoRA Approach. | Lingchen Sun, Rongyuan Wu, Zhiyuan Ma, Shuaizheng Liu, Qiaosi Yi, Lei Zhang |
| 2025 | CVPR | VideoDirector: Precise Video Editing via Text-to-Video Models. | Yukun Wang, Longguang Wang, Zhiyuan Ma, Qibin Hu, Kai Xu, Yulan Guo |
| 2025 | DATE | Protecting Cyber-Physical Systems via Vendor-Constrained Security Auditing with Reinforcement Learning. | Nan Wang, Kai Li, Lijun Lu, Zhiwei Zhao, Zhiyuan Ma |
| 2025 | ICA3PP | A Lightweight Semantic RGB-D vSLAM for Environments with Dynamic Rigid Objects. | Nan Wang, Haoyan Zheng, Longlong Xie, Zhiyuan Ma, Qun Chao |
| 2025 | ICASSP | DH-VTON: Deep Text-Driven Virtual Try-On via Hybrid Attention Learning. | Jiabao Wei, Zhiyuan Ma |
| 2025 | KDD | Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning. | Zhiyuan Ma, Jiayu Liu, Xianzhen Luo, Zhenya Huang, Qingfu Zhu, Wanxiang Che |
| 2024 | AAAI | Generative Multi-Modal Knowledge Retrieval with Large Language Models. | Xinwei Long, Jiali Zeng, Fandong Meng, Zhiyuan Ma, Kaiyan Zhang, Bowen Zhou, Jie Zhou |
| 2024 | AAAI | AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing. | Zhiyuan Ma, Guoli Jia, Bowen Zhou |
| 2024 | AAAI | LMD: Faster Image Reconstruction with Latent Masking Diffusion. | Zhiyuan Ma, Zhihuan Yu, Jianjun Li, Bowen Zhou |
| 2024 | COLING | Enhancing Distantly Supervised Named Entity Recognition with Strong Label Guided Lottery Training. | Zhiyuan Ma, Jintao Du, Changhua Meng, Weiqiang Wang |
| 2024 | CVPR | Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models. | Yabin Zhang, Wenjie Zhu, Hui Tang, Zhiyuan Ma, Kaiyang Zhou, Lei Zhang |
| 2024 | DAC | TrafficHD: Efficient Hyperdimensional Computing for Real-Time Network Traffic Analytics. | Haodong Lu, Zhiyuan Ma, Xinran Li, Shiyan Bi, Xiaoming He, Kun Wang |
| 2024 | ECCV | Dense Multimodal Alignment for Open-Vocabulary 3D Scene Understanding. | Ruihuang Li, Zhengqiang Zhang, Chenhang He, Zhiyuan Ma, Vishal M. Patel, Lei Zhang |
| 2024 | ECCV | ScaleDreamer: Scalable Text-to-3D Synthesis with Asynchronous Score Distillation. | Zhiyuan Ma, Yuxiang Wei, Yabin Zhang, Xiangyu Zhu, Zhen Lei, Lei Zhang |
| 2024 | EMNLP | Mirror-Consistency: Harnessing Inconsistency in Majority Voting. | Siyuan Huang, Zhiyuan Ma, Jintao Du, Changhua Meng, Weiqiang Wang, Zhouhan Lin |
| 2024 | HPCC | DTN Routing Algorithm in Temporary Shelter based on Mobility Social Attributes and Message Destination Prediction. | Jianqun Cui, Mengnan Gao, Yanan Chang, Huiran Yan, Zhiyuan Ma |
| 2024 | ISPA | Dynamic Checkpointing for Heterogeneous IoT Devices Through Self-Referencing. | Nan Wang, Ziyi Wang, Lijun Lu, Zhiyuan Ma, Qun Chao |
| 2024 | NPC | DTN Routing Algorithm Based on Social Center and Classifier. | Jianqun Cui, Mengnan Gao, Yanan Chang, Huiran Yan, Zhiyuan Ma |
| 2023 | AAAI | HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering. | Zhiyuan Ma, Zhihuan Yu, Jianjun Li, Guohui Li |
| 2023 | ACL | Noise-Robust Training with Dynamic Loss and Contrastive Learning for Distantly-Supervised Named Entity Recognition. | Zhiyuan Ma, Jintao Du, Shuheng Zhou |
| 2023 | CVPR | OTAvatar: One-Shot Talking Face Avatar with Controllable Tri-Plane Rendering. | Zhiyuan Ma, Xiangyu Zhu, Guojun Qi, Zhen Lei, Lei Zhang |
| 2023 | ICRA | Weakly Supervised Referring Expression Grounding via Target-Guided Knowledge Distillation. | Jinpeng Mi, Song Tang, Zhiyuan Ma, Dan Liu, Qingdu Li, Jianwei Zhang |
| 2023 | KDD | Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge. | Jiayu Liu, Zhenya Huang, Zhiyuan Ma, Qi Liu, Enhong Chen, Tianhuang Su, Haifeng Liu |
| 2023 | SMC | Comparative Study on Semi-Supervised Learning Applied for Anomaly Detection in Hydraulic Condition Monitoring System. | Yongqi Dong, Kejia Chen, Zhiyuan Ma |
| 2022 | ACL | UniTranSeR: A Unified Transformer Semantic Representation Framework for Multimodal Task-Oriented Dialog System. | Zhiyuan Ma, Jianjun Li, Guohui Li, Yongjing Cheng |
| 2022 | COLING | GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification. | Zhiyuan Ma, Jianjun Li, Guohui Li, Yongjing Cheng |
| 2021 | EMNLP | Intention Reasoning Network for Multi-Domain End-to-end Task-Oriented Dialogue. | Zhiyuan Ma, Jianjun Li, Zezheng Zhang, Guohui Li, Yongjing Cheng |
| 2021 | ICANN | Dynamic Tuning and Weighting of Meta-learning for NMT Domain Adaptation. | Ziyue Song, Zhiyuan Ma, Kaiyue Qi, Gongshen Liu |
| 2021 | ICONIP | Speaker Verification with Disentangled Self-attention. | Junjie Guo, Zhiyuan Ma, Haodong Zhao, Gongshen Liu, Xiaoyong Li |
| 2021 | IJCNN | Bridging the Gap of Dimensions in Distillation: Understanding the knowledge transfer between different-dimensional semantic spaces. | Zhiyuan Ma, Ziyue Song, Haodong Zhao, Kui Meng, Gongshen Liu |
| 2021 | IROS | Model Adaptation through Hypothesis Transfer with Gradual Knowledge Distillation. | Song Tang, Yuji Shi, Zhiyuan Ma, Jian Li, Jianzhi Lyu, Qingdu Li, Jianwei Zhang |
| 2019 | ICONIP | Topic Aware Context Modelling for Dialogue Response Generation. | Dali Chen, Wenge Rong, Zhiyuan Ma, Yuanxin Ouyang, Zhang Xiong |
| 2018 | KSEM | A Hybrid RNN-CNN Encoder for Neural Conversation Model. | Zhiyuan Ma, Wenge Rong, Yanmeng Wang, Libin Shi, Zhang Xiong |
| 2017 | AAAI | AniDraw: When Music and Dance Meet Harmoniously. | Yaohua Bu, Taoran Tang, Jia Jia, Zhiyuan Ma, Songyao Wu, Yuming You |
| 2017 | IECON | Estimation of single-event voltage sags using a novel classification method. | Wenxiong Mo, Zhong Xu, Zhiyuan Ma, Chenyi Li, Wenqing Lu |
| 2017 | ISPA | Phishing Emails Detection Using CS-SVM. | Weina Niu, Xiaosong Zhang, Guowu Yang, Zhiyuan Ma, Zhongliu Zhuo |
| 2015 | WSC | A multi-agent spatial simulation library for parallelizing transport simulations. | Zhiyuan Ma, Munehiro Fukuda |
| 2015 | WoWMoM | Autonomous mobile agent based intrusion detection framework in wireless body area networks. | Geethapriya Thamilarasu, Zhiyuan Ma |