Author

Wen-Bin Li

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Review

BUS: Brain-Inspired Unsupervised Self-Reflection for Advanced Multimodal Reasoning

This work proposes B rain-inspired Supervised Supervised Reflection (BUS), a label-free training framework to enhance reflective reasoning capability in challenging image analysis and validate that backward prediction capability is critical for VLM reasoning.

Jiacheng Yang, Tongying Xiao, Yun-Kai Dang et al. · 0 citations

#artificial intelligence Apr 2026

Understanding and Enforcing Weight Disentanglement in Task Arithmetic

This paper first proves that TFS is a sufficient condition for weight disentanglement, and finds that TFS also gives rise to an observable geometric consequence: weight vector orthogonality, which positions TFS as the common cause for both the desired functional outcome and a measurable geometric property.

Shan Liu, Yuehan Yin, Lei Wang et al. · arXiv.org · 3 citations