Welcome to XLearning Lab

XLearning Lab is affiliated with the School of Artificial Intelligence, College of Computer Science, and the National Key Laboratory for Fundamental Algorithms and Models for Engineering Simulation at Sichuan University. Situated on the historic Wangjiang Campus, the lab was founded and is currently led by Prof. Xi Peng.

Recent Works

TPAMI

Interactive Personalized Clustering: Navigating Beyond Rigid Criteria and Sample Ambiguity

Honglin Liu, Joey Tianyi Zhou, Peng Hu, Yunfan Li, Xi Peng

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TPAMI

Toward Robust and Harmonious Adaptation for Cross-modal Retrieval

Haobin Li, Zhuqi Liu, Mouxing Yang, Xi Peng

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ACM MM (Oral)

Robust Multiview Learning Under Noisy Correspondence

Shuxian Li, Changhao He, Xi Peng, Peng Hu

IJCV

FaverNet: All-in-one Video Restoration via Frequency-Discriminative Conditioning

Haiyu Zhao, Boyun Li, Xinyan Xiao, Wangmeng Zuo, Yuanbiao Gou, Xi Peng

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ICML

Multiview Self-Representation Learning across Heterogeneous Views

Jie Chen, Zhu Wang, Chuanbin Liu, Xi Peng

ICML (Oral, acc rate=0.7%)

DOUBT: Decoupled Object-level Understanding and Bridging via vMF-based Trustworthiness for Hallucination Detection in MLLMs

Kaiqi Chen, Yang Qin, Changhao He, Xi Peng, Peng Hu

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