Bingchen Huang

2 papers indexed

arxivcs.CV2026-07-02

DRDN: Decoupled Representation Dynamic Network for From-Scratch ViT Class-Incremental Learning

Bingchen Huang, Yifu Chen, Zhiling Wang, Yuanchao Du

Dynamic expansion methods for class-incremental learning (CIL) protect task-specific knowledge by growing dedicated tokens or subnetworks, yet our analyses suggest that classification supervision alone does not sufficiently preserve task-agnostic shared backbone representations o…

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arxivcs.CV2026-07-01

Retrieved Images as Visual Thought: Training-Free Multimodal In-Context Learning for the Open-vs-Closed Gap

Bingchen Huang, Zhiling Wang, Yifu Chen, Yuanchao Du

Recent work on Thinking with Images makes vision a dynamic part of reasoning, but does so through generation: the model invokes external tools, synthesizes code, or imagines new imagery, each at the cost of a tool protocol, brittle code, or an expensive training pipeline. A fourt…

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