Jie Peng
2 indexed papers
Recent (6 mo)
2With code
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226
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NLP×1AI×1
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Research Timeline
2026
Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
Mind-Omni introduces a unified multi-task framework that models the interplay between brain, vision, and language signals using a discrete diffusion paradigm, achieving state-of-the-art performance across multiple tasks.
GRKV: Global Regression for Training-Free KV Cache Compression in Long-Context LLMs
GRKV introduces a training-free KV-cache merging method that uses global regression to distribute information from evicted tokens, solving the over-merging problem inherent in span-based retention.
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Papers
cs.CLRecentMay 29, 2026
GRKV: Global Regression for Training-Free KV Cache Compression in Long-Context LLMs
Junjie Peng, You Wu, Haoyi Wu, Jialong Han +3 more
GRKV introduces a training-free KV-cache merging method that uses global regression to distribute information from evicted tokens, solving the over-merging problem inherent in span-based retention.
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cs.AIRecentMay 28, 2026