2 papers
cs.DS2026
Beyond the Static Barrier for Ordinary Dynamic Approximate Membership
Qizhi Chen, Zhebei Shen, Zhehan Yu
We prove a strict space separation between static and ordinary dynamic approximate membership at every fixed error rate. For each fixed , a capacity- ordina…
cs.CV2024
Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness
Qifan Yu, Zhebei Shen, Zhongqi Yue +7
Instruction tuning fine-tunes pre-trained Multi-modal Large Language Models (MLLMs) to handle real-world tasks. However, the rapid expansion of visual instruction datasets introduc…