Intention Reasoning Network for Multi-Domain End-to-end Task-Oriented Dialogue. - Zhiyuan Ma 005; Jianjun Li; Zezheng Zhang; Guohui Li 001; Yongjing Cheng (EMNLP (1), 2021)

UniTranSeR: A Unified Transformer Semantic Representation Framework for Multimodal Task-Oriented Dialog System. - Zhiyuan Ma 005; Jianjun Li; Guohui Li 001; Yongjing Cheng (ACL (1), 2022)

GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification. - Zhiyuan Ma 005; Jianjun Li; Guohui Li 001; Yongjing Cheng (COLING, 2022)

CMAL: A Novel Cross-Modal Associative Learning Framework for Vision-Language Pre-Training. - Zhiyuan Ma 005; Jianjun Li; Guohui Li 001; Kaiyan Huang (ACM Multimedia, 2022)

HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering. - Zhiyuan Ma 005; Zhihuan Yu; Jianjun Li; Guohui Li 001 (AAAI, 2023)

Generative Multi-Modal Knowledge Retrieval with Large Language Models. - Xinwei Long; Jiali Zeng; Fandong Meng; Zhiyuan Ma 005; Kaiyan Zhang; Bowen Zhou 002; Jie Zhou 016 (AAAI, 2024)

AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing. - Zhiyuan Ma 005; Guoli Jia; Bowen Zhou 002 (AAAI, 2024)

LMD: Faster Image Reconstruction with Latent Masking Diffusion. - Zhiyuan Ma 005; Zhihuan Yu; Jianjun Li; Bowen Zhou 002 (AAAI, 2024)

Safe-SD: Safe and Traceable Stable Diffusion with Text Prompt Trigger for Invisible Generative Watermarking. - Zhiyuan Ma 005; Guoli Jia; Biqing Qi; Bowen Zhou 002 (ACM Multimedia, 2024)

Neural Residual Diffusion Models for Deep Scalable Vision Generation. - Zhiyuan Ma 005; Liangliang Zhao; Biqing Qi; Bowen Zhou 002 (NeurIPS, 2024)

Exploring Adversarial Robustness of Deep State Space Models. - Biqing Qi; Yiang Luo; Junqi Gao; Pengfei Li 011; Kai Tian; Zhiyuan Ma 005; Bowen Zhou 002 (NeurIPS, 2024)

UltraMedical: Building Specialized Generalists in Biomedicine. - Kaiyan Zhang; Sihang Zeng; Ermo Hua; Ning Ding 002; Zhang-Ren Chen; Zhiyuan Ma 005; Haoxin Li; Ganqu Cui; Biqing Qi; Xuekai Zhu; Xingtai Lv; Jinfang Hu; et al. (NeurIPS, 2024)

Exploring Adversarial Robustness of Deep State Space Models. - Biqing Qi; Yang Luo; Junqi Gao; Pengfei Li 011; Kai Tian; Zhiyuan Ma 005; Bowen Zhou 002 (CoRR, 2024)

Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices. - Zhiyuan Ma 005; Yuzhu Zhang; Guoli Jia; Liangliang Zhao; Yichao Ma; Mingjie Ma; Gaofeng Liu; Kaiyan Zhang; Jianjun Li; Bowen Zhou 002 (CoRR, 2024)

DreamAlign: Dynamic Text-to-3D Optimization with Human Preference Alignment. - Gaofeng Liu; Zhiyuan Ma 005; Tao Fang (AAAI, 2025)

Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines. - Xinwei Long; Zhiyuan Ma 005; Ermo Hua; Kaiyan Zhang; Biqing Qi; Bowen Zhou 002 (AAAI, 2025)

Context-Aware Autoregressive Models for Multi-Conditional Image Generation. - Yixiao Chen; Zhiyuan Ma 005; Guoli Jia; Che Jiang; Jianjun Li; Bowen Zhou 002 (CoRR, 2025)

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation. - Jiadong Pan; Zhiyuan Ma 005; Kaiyan Zhang; Ning Ding 002; Bowen Zhou 002 (CoRR, 2025)

Flow Diverse and Efficient: Learning Momentum Flow Matching via Stochastic Velocity Field Sampling. - Zhiyuan Ma 005; Ruixun Liu; Sixian Liu; Jianjun Li; Bowen Zhou 002 (CoRR, 2025)

Efficient Diffusion Models: A Comprehensive Survey From Principles to Practices. - Zhiyuan Ma 005; Yuzhu Zhang; Guoli Jia; Liangliang Zhao; Yichao Ma; Mingjie Ma; Gaofeng Liu; Kaiyan Zhang; Ning Ding 002; Jianjun Li; Bowen Zhou 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)