Yingqi Fan

14 papers A* 3Journal 10Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
HiDrop: Hierarchical Vision Token Reduction in MLLMs via Late Injection, Concave Pyramid Pruning, and Early Exit.
CoRR
Hao Wu, Yingqi Fan, Jinyang Dai, Junlong Tong, Yunpu Ma, Xiaoyu Shen
2026 J jnl
On-Policy Supervised Fine-Tuning for Efficient Reasoning.
CoRR
Anhao Zhao, Ziyang Chen, Junlong Tong, Yingqi Fan, Fanghua Ye, Shuhao Li, Yunpu Ma, Wenjie Li, Xiaoyu Shen
2026 J jnl
ViCA: Efficient Multimodal LLMs with Vision-Only Cross-Attention.
CoRR
Wenjie Liu, Hao Wu, Xin Qiu, Yingqi Fan, Yihan Zhang, Anhao Zhao, Yunpu Ma, Xiaoyu Shen
2026 J jnl
What Do Visual Tokens Really Encode? Uncovering Sparsity and Redundancy in Multimodal Large Language Models.
CoRR
Yingqi Fan, Junlong Tong, Anhao Zhao, Xiaoyu Shen
2025 — conf
LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding.
ACL (Findings)
Junlong Tong, Jinlan Fu, Zixuan Lin, Yingqi Fan, Anhao Zhao, Hui Su, Xiaoyu Shen
2025 J jnl
LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding.
CoRR
Junlong Tong, Jinlan Fu, Zixuan Lin, Yingqi Fan, Anhao Zhao, Hui Su, Xiaoyu Shen
2025 A* conf
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices.
CVPR
Junyan Lin, Haoran Chen, Yue Fan, Yingqi Fan, Xin Jin, Hui Su, Jinlan Fu, Xiaoyu Shen
2025 J jnl
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices.
CoRR
Junyan Lin, Haoran Chen, Yue Fan, Yingqi Fan, Xin Jin, Hui Su, Jinlan Fu, Xiaoyu Shen
2025 J jnl
SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling.
CoRR
Anhao Zhao, Fanghua Ye, Yingqi Fan, Junlong Tong, Zhiwei Fei, Hui Su, Xiaoyu Shen
2025 A* conf
SkipGPT: Each Token is One of a Kind.
ICML
Anhao Zhao, Fanghua Ye, Yingqi Fan, Junlong Tong, Jing Xiong, Zhiwei Fei, Hui Su, Xiaoyu Shen
2025 J jnl
StreamingThinker: Large Language Models Can Think While Reading.
CoRR
Junlong Tong, Yingqi Fan, Anhao Zhao, Yunpu Ma, Xiaoyu Shen
2025 A* conf
VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs.
EMNLP
Yingqi Fan, Anhao Zhao, Jinlan Fu, Junlong Tong, Hui Su, Yijie Pan, Wei Zhang, Xiaoyu Shen
2025 J jnl
𝒱isi𝒫runer: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs.
CoRR
Yingqi Fan, Anhao Zhao, Jinlan Fu, Junlong Tong, Hui Su, Yijie Pan, Wei Zhang, Xiaoyu Shen
2024 J jnl
A refinement and abstraction method of the SPZN formal model for intelligent networked vehicles systems.
KSII Trans. Internet Inf. Syst.
Yang Liu, Yingqi Fan, Ling Zhao, Bo Mi