Skip to content

Author

Jingdi Lei

We have 3 of 17 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

δ-mem: Efficient Online Memory for Large Language Models

Results show that effective memory can be realized through a compact online state directly coupled with attention computation, without full fine-tuning, backbone replacement, or explicit context extension.

Jing-Di Lei, Di Zhang, Junxian Li et al. · 10 citations
#artificial intelligence Preprint Sep 2026

Just MLPs: Efficient Visual State Reconstruction for Multimodal Language Models

This work proposes $\delta$-Vision, which replaces repeated Transformer evolution of visual tokens with lightweight low-rank adapters that construct layer-wise visual memories while preserving all visual tokens for text retrieval, and achieves higher accuracy than visual token pruning baselines at comparable or lower c...

Jing-Di Lei, Junxian Li, Di Zhang et al. · 0 citations
Open access Nov 2024

MolReFlect: Toward In-Context Fine-Grained Alignments Between Molecules and Texts

MolReFlect is proposed, a novel teacher-student framework, where a teacher LLM first generates and refines mappings between caption phrases and SMILES substructures and then explicitly teaches these detailed alignments to a student LLM, enabling LLMs to significantly outperform previous baselines.

Jiatong Li, Yunqing Liu, Wei Liu et al. · 13 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.