Mengyue Geng — accepted AI-conference papers

2024

Adaptive Discovering and Merging for Incremental Novel Class Discovery

Guangyao Chen, Peixi Peng, Yangru Huang, Mengyue Geng, Yonghong Tian

AAAI 2024technical

One important desideratum of lifelong learning aims to discover novel classes from unlabelled data in a continuous manner. The central challenge is twofold: discovering and learning novel classes while mitigating the issue of catastrophic forgetting of established knowledge. To this end, we introduc…

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2023

Hierarchical Adaptive Value Estimation for Multi-modal Visual Reinforcement Learning

Yangru Huang, Peixi Peng, Yifan Zhao, Haoran Xu, Mengyue Geng, Yonghong Tian

NeurIPS 2023poster

Integrating RGB frames with alternative modality inputs is gaining increasing traction in many vision-based reinforcement learning (RL) applications. Existing multi-modal vision-based RL methods usually follow a Global Value Estimation (GVE) pipeline, which uses a fused modality feature to obtain a…

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