Publications

Preprint MemoGen: Can Past Experience Improve Future Text-to-Image Generation?
Wenshuo Chen*, Kuimou Yu*, Bowen Tian*, Jianfei Song*, Shaofeng Liang, Haozhe Jia, Kan Cheng, Haosen Li, Kaishen Yuan, Lei Wang, Jiemin Wu, Songning Lai, Yutao Yue.

Preprint Before the Body Moves: Learning Anticipatory Joint Intent for Language-Conditioned Humanoid Control
Haozhe Jia, Honglei Jin, Yuan Zhang, Youcheng Fan*, Shaofeng Liang*, Lei Wang, Shuxu Jin, Kuimou Yu, Zinuo Zhang, Jianfei Song, Wenshuo Chen†, Yutao Yue†.

Preprint TurboEvolve: Towards Fast and Robust LLM-Driven Program Evolution
Yang Yang, Zining Zhong, Jindong Li, Jiemin Wu, Kaishen Yuan, Wenshuo Chen, Menglin Yang, Yutao Yue.

Preprint An Edge-Cloud Framework for Language-Driven Whole-Body Control of Humanoid Robots
Haozhe Jia, Jianfei Song, Yuan Zhang, Honglei Jin, Youcheng Fan, Wenshuo Chen, Wei Zhang, Yutao Yue.

Preprint POLARIS: Projection-Orthogonal Least Squares for Robust and Adaptive Inversion in Diffusion Models
Wenshuo Chen, Haosen Li, Shaofeng Liang, Lei Wang, Haozhe Jia, Kaishen Yuan, Jieming Wu, Bowen Tian, Yutao Yue.

Preprint LUMA: Low-Dimension Unified Motion Alignment with Dual-Path Anchoring for Text-to-Motion Diffusion Model
Haozhe Jia, Wenshuo Chen, Yuqi Lin, Yang Yang, Lei Wang, Mang Ning, Bowen Tian, Songning Lai, Nanqian Jia, Yifan Chen, Yutao Yue.

EMNLP ABLE: Representing and Mapping LLMs via Attribution-Based Large-model Embedding
Zirui Wang, Yusen Hou, Shaofeng Liang, Bowen Tian, Yanlin Zhang, Wenshuo Chen†, Yutao Yue†.
The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026).

ACM MM Z²-Sampling: Zero-Cost Zigzag Trajectories for Semantic Alignment in Diffusion Models
Haosen Li*, Wenshuo Chen*, Shaofeng Liang, Lei Wang, Kaishen Yuan, Yutao Yue.
The 34th ACM International Conference on Multimedia (ACM MM 2026).

ACM MM When Efficiency Becomes Fragility: Exploiting Dynamic Routing Vulnerabilities in Adaptive UAV Tracking
Shaofeng Liang, Runwei Guan, Wenshuo Chen, Jiemin Wu, Bowen Tian, Haozhe Jia, Kaishen Yuan, Songning Lai, Daizong Liu, Yutao Yue.
The 34th ACM International Conference on Multimedia (ACM MM 2026).

ACM MM PACE: High-Precision Goal-Conditioned Humanoid Motion via Decoupled Flow Matching
Youcheng Fan, Haozhe Jia, Jianfei Song, Wenshuo Chen, Yuan Zhang, Shaofeng Liang, Yutao Yue, Wei Zhang.
The 34th ACM International Conference on Multimedia (ACM MM 2026).

ECCV Dynamic-V2C: Editable and Continual Vision-to-Concept Bottleneck Models via Influence Functions
Songning Lai, Shaofeng Liang, Jiayu Yang, Ninghui Feng, Yuxuan Fan, Wenshuo Chen†.
The 19th European Conference on Computer Vision (ECCV 2026).

ECCV SFM: Taming State Space Models for Text-to-Motion via Spatial-Frequency Modeling
Shang Gao*, Haicheng Liao*, Wenshuo Chen*, Yumu Xie, Jiaxun Zhang, Bin Rao, Chengyue Wang, Yanchen Guan, Zhiyong Cui, Shiqi Ou, Yutao Yue, Zhenning Li.
The 19th European Conference on Computer Vision (ECCV 2026).

ACM MM BNI Free-T2M: Frequency-Aware Coarse-to-Fine Text-to-Motion Generation
Wenshuo Chen*, Haozhe Jia*, Songning Lai, Lei Wang, Pengyu Yin, Shaofeng Liang, Yuqi Lin, Hongru Xiao, Lijie Hu, Yutao Yue.
ACM Multimedia Brave New Ideas Track (ACM MM BNI 2026). Selected as a Poster paper.

ACM MM BNI Oral Delta Score Matters! Spatial Adaptive Multi Guidance in Diffusion Models
Haosen Li*, Wenshuo Chen*, Lei Wang, Shaofeng Liang, Bowen Tian, Songning Lai, Yutao Yue.
ACM Multimedia Workshop on Big Neural and Imaging Models (ACM MM BNI 2026). Selected as an Oral paper.

ACM MM BNI Oracle Noise: Faster Semantic Spherical Alignment for Interpretable Latent Optimization
Haosen Li*, Wenshuo Chen*†, Lei Wang, Shaofeng Liang, Haozhe Jia, Yutao Yue†.
ACM Multimedia Workshop on Big Neural and Imaging Models (ACM MM BNI 2026).

ICML Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
Haozhe Jia*, Pengyu Yin*, Wenshuo Chen*, Shaofeng Liang, Lei Wang, Bowen Tian, Xiucheng Wang, Nanqian Jia, Yutao Yue.
The Forty-Third International Conference on Machine Learning (ICML 2026).

ICML AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise
Bowen Tian, Caixue He, Jiemin Wu, Jingying Wang, Wenshuo Chen, Zexi Li, Yutao Yue.
The Forty-Third International Conference on Machine Learning (ICML 2026).

ICLR CoEmoGen: Towards Semantically-Coherent and Scalable Emotional Image Content Generation
Kaishen Yuan*, Yuting Zhang*, Shang Gao, Yijie Zhu, Wenshuo Chen, Yutao Yue.
The Fourteenth International Conference on Learning Representations (ICLR 2026).

ACM MM ANT: Adaptive Neural Temporal-Aware Text-to-Motion Model
Wenshuo Chen*, Kuimou Yu*, Haozhe Jia*, Kaishen Yuan, Zexu Huang, Bowen Tian, Songning Lai, Hongru Xiao, Erhang Zhang, Lei Wang, Yutao Yue.
The 33rd ACM International Conference on Multimedia (ACM MM 2025).

ACM MM BNI Oral Physics-Informed Representation Alignment for Sparse Radio-Map Reconstruction
Haozhe Jia*, Wenshuo Chen*, Zhihui Huang*, Hongru Xiao, Nanqian Jia, Keming Wu, Songning Lai, Yutao Yue.
ACM Multimedia Workshop on Big Neural and Imaging Models (ACM MM BNI 2025). Selected as an Oral paper.

ACM MM BNI Can Audio Language Models Listen Between the Lines? A Study on Metaphorical Reasoning via Unspoken
Hongru Xiao, Xiang Li, Duyi Pan, Longfei Zhang, Zhixue Song, Jiale Han, Songning Lai, Wenshuo Chen, Jing Tang, Benyou Wang.
ACM Multimedia Brave New Ideas Track (ACM MM BNI 2025).

ICML DCTdiff: Intriguing Properties of Image Generative Modeling in the DCT Space
Mang Ning, Mingxiao Li, Jianlin Su, Haozhe Jia, Lanmiao Liu, Martin Benes, Wenshuo Chen, Albert Ali Salah, Itir Onal Ertugrul.
The Forty-Second International Conference on Machine Learning (ICML 2025).

ACM MM Text2Weight: Bridging Natural Language and Neural Network Weight Spaces
Bowen Tian*, Wenshuo Chen*, Zexi Li, Songning Lai, Jiemin Wu, Yutao Yue.
The 33rd ACM International Conference on Multimedia (ACM MM 2025).

ACM MM From Guesswork to Guarantee: Towards Faithful Multimedia Web Forecasting with TimeSieve
Songning Lai, Ninghui Feng, Jiechao Gao, Hao Wang, Haochen Sui, Xin Zou, Jiayu Yang, Wenshuo Chen, Lijie Hu, Hang Zhao, Xuming Hu, Yutao Yue.
The 33rd ACM International Conference on Multimedia (ACM MM 2025).

ACM MM SATO: Stable Text-to-Motion Framework
Wenshuo Chen*, Hongru Xiao*, Erhang Zhang*, Lijie Hu, Lei Wang, Mengyuan Liu, Chen Chen.
The 32nd ACM International Conference on Multimedia (ACM MM 2024).

NeurIPS Towards Multi-dimensional Explanation Alignment for Medical Classification
Lijie Hu*, Songning Lai*, Wenshuo Chen*, Hongru Xiao, Hongbin Lin, Lu Yu, Jingfeng Zhang, Di Wang.
The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024).