Jiaqi Zhang

📝 Selected Publications

^† Corresponding Author, ^* Equal Contribution

Preprint

𝜋Skill: High-Density Knowledge Extraction from Single Trajectories via Circular Step-Level Analysis
Empirical Methods in Natural Language Processing (EMNLP) Under Review
Chenxi Qiu, Zichen Luo, Jiarui Fan, Keming Gu, Jiaqi Zhang, Chunbo Zhang, Peng Zhang ^†

Preprint

DeltaFlow: Intent-Driven Latent World Model
Empirical Methods in Natural Language Processing (EMNLP) Under Review
Zichen Luo, Qiyuan Zhang, Siying Li, Jiaqi Zhang, Ke Shi, Chunbo Zhang, Zhaoxin Wang, Fanqi Kong, Ziming Zhao ^†

Preprint

Differentiated Dual-Level Information Bottleneck for Imperfect Multimodal Emotion Recognition
Empirical Methods in Natural Language Processing (EMNLP) Under Review
Zheng Pang, Jiaqi Zhang, Mengting Li, Yiqi Wang, Guangyuan Dong, Yusen Wu, Chao Xue, Haoyu Wang, Hongsen Zhang, Zihao Li, Jiachen Luo ^†

Preprint

Modality Disentangled Learning for Incomplete Multimodal Emotion Recognition: A Primitive Memory Distillation Perspective
Empirical Methods in Natural Language Processing (EMNLP) Under Review
Jiaqi Zhang, Zheng Pang, Mengting Li, Yiqi Wang, Guangyuan Dong, Chao Xue, Yusen Wu, Zihao Li, Huy Phan, Sicheng Zhao, Björn Schuller, Jiachen Luo ^†

Preprint

A Unified Medical Incomplete Multimodal Diagnosis Framework Based on Optimal Feature Disentanglement
Pattern Recognition (PR) Under Review
Chongwen Lyu, Kai Han, Jun Chen, Jiaqi Zhang, Qiaoying Teng, Zhe Liu ^†

Preprint

Information-Guided Rebalance for Multimodal Classification
Expert Systems With Applications (ESWA) Under Review
Zhe Liu, Lingling Yan, Chongwen Lyu, Jiaqi Zhang, Yi Liu, Jun Chen ^†, Kai Han ^†
Code

Preprint

Learning Orthogonal Disentanglement for Modality-Agnostic Medical Image Segmentation
Journal of Biomedical and Health Informatics (JBHI) Under Review
Kai Han, Jiaqi Zhang, Chongwen Lyu, Mengting Li, Jun Chen, Laihua Yang, Guangquan Zhou, Yang Chen, Zhe Liu ^†
Paper

Preprint

Structure-preserving Image Decomposition via Plug-and-Play Diffusion Models
IEEE Transactions on Image Processing (TIP) Under Review
Yang Yang ^† ^*, Pengyu Li ^*, Jiaqi Zhang, Lanling Zeng

Preprint

Amphisbaena: Dual-Sided Neuron Intervention for Hallucination Mitigation in Vision-Language Models
ACM International Conference on Multimedia (ACM MM 2026) Under Review
Jiaqi Zhang(Second Author), Anonymous

Preprint

Local Epistemic Uncertainty Guided Active Sampling for Plug-and-play Diffusive Image Restoration
ACM International Conference on Multimedia (ACM MM 2026) Under Review
Jiaqi Zhang(First Author), Anonymous
Paper | Supplementary Material

Preprint

Rethinking Knowledge Distillation for Incomplete Multimodal Emotion Recognition: A Dynamic Approach
ACM International Conference on Multimedia (ACM MM 2026) Under Review
Jiaqi Zhang(First Author), Anonymous
Paper

Preprint

A Survey of Deep Learning-based Multimodal Fusion Techniques for Medical Classification
Neurocomputing Under Review
Zhe Liu, Lingling Yan, Jun Chen, Chongwen Lyu, Jiaqi Zhang, Qingli Li, Kai Han ^†, Lu Liu ^†, Zipeng Lu ^†

Preprint

Breaking Confirmation Bias: Single-Round Active Manifold Calibration for Source-Free Domain Adaptation in Segmentation
European Conference on Computer Vision (ECCV 2026) Under Review
Jiaqi Zhang(First Author), Anonymous
Paper | Supplementary Material

ICIC 2026

Intrinsic Feature Consistency Learning Network for Generalizable Medical Image Segmentation
International Conference On Intelligent Computing (ICIC 2026)
Jiaqi Zhang, Xinjie Li, Guo Yang, Kang Yang, Wenjing Wang, Yang Yang^†

CVPR 2026 Finding

Rethinking Imbalance in Radiology Report Generation: A Curriculum Learning Perspective
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026 Finding)
Chongwen Lyu, Kai Han, Jiaqi Zhang, Qiaoying Teng, Jun Chen, Zhe Liu^†
Paper

Preprint

FC-Net: Frequency–spatial Cooperation Network for Robust Medical Image Segmentation
Biomedical Signal Processing and Control (BSPC) Under Review
Jialiang Qiu, Kai Han, Jun Chen, Jiaqi Zhang, Yan Zhu, Chongwen Lyu, Min Xu^†(Corresponding Author), Zhe Liu^†(Corresponding Author)

Preprint

Image Restoration via Optimizing Fidelity with Diffusion and Gradient Regularization
Engineering Applications of Artificial Intelligence (EAAI) Under Review
Jiaqi Zhang, Guo Yang, Zheng Pang, Yao Zhu, Bingbing Gu, Yang Yang^†(Corresponding Author)
Code

Preprint

Zero-Shot Medical Image Super-Resolution Using Denoising Diffusion Models with Gradient-Frequency Priors
Biomedical Signal Processing and Control (BSPC) Under Review
Jiaqi Zhang, Guo Yang, Rongrong Gao, Yang Yang^†
Code

📚 Other Publications

Zero-shot Diffusive Image Restoration with Consistency

Signal Processing (2026)

Yi Wang, Lanling Zeng, Jiaqi Zhang, Yang Yang^†

Paper

Intrinsic Feature Consistency Learning Network for Generalizable Medical Image Segmentation

International Conference On Intelligent Computing (ICIC 2026 Oral)

Jiaqi Zhang, Xinjie Li, Guo Yang, Kang Yang, Wenjing Wang, Yang Yang^†

Agent-SAM-I2V: Self-Correcting Promptable Video Segmentation via Agentic Drift Detection and Multi-Prompt Fusion

International Conference On Intelligent Computing (ICIC 2026 Oral)

Guo Yang, Jiaqi Zhang, Yao Zhu, Longze Fan^†

Adaptive Risk-aware Implicit Quantile Network: Towards Safe and Energy-E!cient USV Navigation in Dynamic Environments

International Conference On Intelligent Computing (ICIC 2026 Oral)

Wenjing Wang, Jiaqi Zhang

Parameterized Image Restoration with Diffusion and Gradient Priors

Knowledge-Based Systems (KBS 2026)

Yang Yang^†, Xi Zhang, Jiaqi Zhang, Lanling Zeng

Paper Code