Author

Yihang Liu

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Preprint Oct 2026

FastJEV: Understanding Redundancy for Compact JEV Inference

JEV models make multimodal decisions by directly scoring candidates. Although the common context is encoded once, candidate evaluation can still repeat matching token histories, duplicate inference states, and execute the full backbone. In this paper, we study these sources of redundancy and present FastJEV for compact...

Jie Ma, Jie Gao, Yi-Hang Liu et al. · 0 citations

Jul 2026

LoMeVQA: A Comprehensive Benchmark for Longitudinal Medical VQA

LoMeVQA, a comprehensive benchmark consisting of 206K longitudinal visual question answering (VQA) pairs for temporal medical image analysis, is proposed and MedLong-8B, which achieves state-of-the-art performance across all tasks is introduced.

Zhilin Wu, Zhangkai Ni, Cheng Yang et al. · arXiv.org · 0 citations