Author

Bin-Shuai Wang

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Preprint Sep 2026

Linear Reusable Neural Bases Architecture for Network Compression

Memory constraints remain a critical bottleneck in the deployment of large-scale AI models. Parameter sharing across network depth reduces model storage, but repeatedly applying an identical transformation limits flexibility across layers. Inspired by time--memory trade-offs in classical algorithms, we introduce the Li...

Bin-Shuai Wang, Peng Wei, Mahyar Ghazanfari · 0 citations

#artificial intelligence Preprint Sep 2026

A Mathematical Theory of Reusable Neural Bases for Network Compression

The Linear Reusable Neural Bases Architecture (LRNBA) is introduced, a novel framework aimed at improving parameter efficiency and reducing memory cost and inspired by recurrent neural network designs.

Bin-Shuai Wang, Peng Wei · 0 citations

Preprint Aug 2026

A Paragraph is Worth a Thousand Captions: Rethinking Text Supervision for Vision-Language Retrieval

It is shown that paragraph supervision enables effective use of long token sequences, whereas caption-only training degrades beyond 60 tokens, and paragraph supervision consistently benefits long-description benchmarks and hard negatives prove detrimental in text-only fine-tuning.

Mahyar Ghazanfari, Amin Tabrizian, Arsyi Aziz et al. · 0 citations