Portfolio item number 1
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Posts by Collection
portfolio
Portfolio item number 2
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publications
Internal Logical Induction for Pixel-Symbolic Reinforcement Learning
Published in KDD, 2023
We introduce a novel framework that synergizes deep RL and rule learning to handle hybrid pixel-symbolic inputs, achieving superior performance and transferability.
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Focus-Then-Decide: Segmentation-Assisted Reinforcement Learning
Published in AAAI, 2024
We boost the performance of reinforcement learning under visual perturbations by introducing a segmentation model.
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Deep Anomaly Detection via Active Anomaly Search
Published in AAMAS, 2024
We propose an active anomaly searching mechanism based on Reinforcement Learning, achieving competitive performance in semi-supervised anomaly detection tasks.
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Focus-Then-Reuse: Fast Adaptation in Visual Perturbation Environments
Published in Neurips, 2025
We propose an object-filter to extract task-relevant information at the object level, enabling rapid cross-domain policy deployment.
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talks
Talk 1 on Relevant Topic in Your Field
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Tutorial 1 on Relevant Topic in Your Field
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Talk 2 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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