Publications

(Full list on Google Scholar. * indicates equal contribution, and # indicates corresponding author.)

2026

KeyVT paper thumbnail
Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation

Dongsheng Wang, Dawei Su, Hui Huang#

ICML 2026, Paper, Code.

STiTch paper thumbnail
STiTch: Semantic Transition and Transportation in Collaboration for Training-Free Zero-Shot Composed Image Retrieval

Miaoge Li*, Dongsheng Wang#, Zening Sun*, Jinsen Zhang, Wenhan Luo, Jingcai Guo#

CVPR 2026, Paper.

Sparse Autoencoder paper thumbnail
Improving Sparse Autoencoder with Dynamic Attention

Dongsheng Wang, Jinsen Zhang, Dawei Su, Hui Huang#

CVPR 2026, Paper, Code.

2025

Publication 11
Dynamic Multimodal Prototype Learning in Vision-Language Models

Xingyu Zhu, Shuo Wang , Beier Zhu, Miaoge Li, Yunfan Li, Junfeng Fang, Zhicai Wang, Dongsheng Wang, Hanwang Zhang

ICCV 2025, Code.

Publication 11
TsCA: On the Semantic Consistency Alignment via Conditional Transport for Compositional Zero-Shot Learning

Miaoge Li, Jingcai Guo, Richard Yi Da Xu, Dongsheng Wang, Xiaofeng Cao, Zhijie Rao, Song Guo

IJCAI 2025, Code.

2024

Publication 2
Patch-Prompt Aligned Bayesian Prompt Tuning for Vision-Language Models

Xinyang Liu*, Dongsheng Wang*, Fangbo Wei, Miaoge Li, Yishi Xu, Zhibin Duan, Bo Chen#, Mingyuan Zhou

UAI 2024, Code.

Pre-2023

Publication 3
Tuning Multi-mode Token-level Prompt Alignment across Modalities

Dongsheng Wang, Miaoge Li, Xinyang Liu, Mingsheng Xu, Bo Chen#, Hanwang Zhang

NeurIPS 2023, Code.

Publication 4
Hierarchical Vector Quantized Transformer for Multi-class Unsupervised Anomaly Detection

Ruiying Lu*, YuJie Wu*, Long Tian#, Dongsheng Wang, Bo Chen, Xiyang Liu Ruimin Hu

NeurIPS 2023, Code.

Publication 5
PatchCT: Aligning Patch Set and Label Set with Conditional Transport for Multi-Label Image Classification

Miaoge Li*, Dongsheng Wang*, Xinyang Liu, Zequn Zeng, Ruiying Lu, Bo Chen#, Mingyuan Zhou

ICCV 2023, Code.

Publication 6
Prototype-oriented unsupervised anomaly detection for multivariate time series

Yuxin Li, Wenchao Chen#, Bo Chen, Dongsheng Wang, Long Tian#, Mingyuan Zhou

ICML 2023, Code.

Publication 7
ConZIC: Controllable Zero-shot Image Captioning by Sampling-Based Polishing

Zequn Zeng*, Hao Zhang*, Zhengjue Wang, Ruiying Lu, Dongsheng Wang, Bo Chen#

CVPR 2023, Code.

Publication 8
Knowledge-Aware Bayesian deep topic model

Dongsheng Wang, Yishi Xu, Miaoge Li, Bo Chen#, Mingyuan Zhou

NeurIPS 2022, Code, Spotlight.

Publication 9
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding

Yishi Xu, Dongsheng Wang, Bo Chen#, Ruiying Lu, Zhibin Duan, Mingyuan Zhou

NeurIPS 2022, Code, Spotlight.

Publication 10
Alleviating ``Posterior Collapse'' in Deep Topic Models via Policy Gradient

Yewen Li*, Chaojie Wang*#, Zhibin Duan, Dongsheng Wang, Bo Chen, Bo An, Mingyuan Zhou

NeurIPS 2022, Code.

Publication 10
Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings

Dongsheng Wang*, Dandan Guo*, He Zhao, Huangjie Zheng, Korawat Tanwisuth, Bo Chen#, Mingyuan Zhou

ICLR 2022, Code.

Publication 10
Sawtooth Factorial Topic Embeddings Guided Gamma Belief Network

Zhibin Duan*, Dongsheng Wang*, Bo Chen#, Chaojie Wang, Wenchao Chen, Yewen Li, Jie Ren, Mingyuan Zhou

ICML 2022, Code.

Publication 10
TopicNet: Semantic Graph-Guided Topic Discovery

Zhibin Duan*, Yishi Xu, Bo Chen#, Dongsheng Wang, Chaojie Wang, Mingyuan Zhou

NeurIPS 2021, Code.

Publication 10
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network

Chaojie Wang*, Hao Zhang*, Bo Chen#, Dongsheng Wang, Zhengjue Wang, Mingyuan Zhou

NeurIPS 2020, Code.