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publications
Follow-Your-Click: Open-domain Regional Image Animation via Motion Prompts
Accepted at AAAI Conference on Artificial Intelligence (AAAI), 2025
An interactive regional image animation method that generates open-domain animations for arbitrary regions via motion prompts and mouse clicks.
Recommended citation: Yue Ma*, Y. He*, H. Wang, A. Wang, L. Shen, C. Qi, Jixuan Ying, C. Cai, Z. Li, H.-Y. Shum, W. Liu, Q. Chen. "Follow-Your-Click: Open-domain Regional Image Animation via Motion Prompts." AAAI 2025.
InfoPro: Locally Supervised Deep Learning by Maximizing Information Propagation
Published in International Journal of Computer Vision (IJCV), 2025
A locally supervised deep learning framework that improves information flow, feature expression, generalization, and training efficiency.
Recommended citation: Y. Wang*, Z. Ni*, Y. Pu, C. Zhou, Jixuan Ying, S. Song, G. Huang. "InfoPro: Locally Supervised Deep Learning by Maximizing Information Propagation." IJCV 2025.
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Linear Differential Vision Transformer: Learning Visual Contrasts via Pairwise Differentials
Accepted at Neural Information Processing Systems (NeurIPS), 2025
A linear-complexity vision transformer based on visual contrast attention, designed to improve local difference perception with minimal overhead.
Recommended citation: Y. Pu*, Jixuan Ying*, T. Ye, D. Han, Z. Wang, Q. Li, X. Shao, X. Wang, G. Huang, X. Li. "Linear Differential Vision Transformer: Learning Visual Contrasts via Pairwise Differentials." NeurIPS 2025.
InterSketch: Interleaved Visual–Textual Chain-of-Thought with Tool-Generated Sketches and Reinforcement Learning
Under review at International Conference on Machine Learning (ICML), 2025
An interleaved multimodal reasoning framework that leverages tool-generated sketches to support long-horizon visual-text Chain-of-Thought reasoning.
Recommended citation: Z. Ning, W. Tong, X. Kong, S. Ma, Z. Shang, J. Ni, T. Hu, Y. X. Chng, Jixuan Ying, Z. Wu, J. Yang, W. Liu, H. Deng, L. Lu. "InterSketch: Interleaved Visual–Textual Chain-of-Thought with Tool-Generated Sketches and Reinforcement Learning." ICML 2026, under review.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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