2 papers
cs.CV2026
EvoComp: Learning Visual Token Compression for Multimodal Large Language Models via Semantic-Guided Evolutionary Labeling
Jiafei Song, Fengwei Zhou, Jin Qu +7
Recent Multimodal Large Language Models (MLLMs) have demonstrated strong performance on vision-language understanding tasks, yet their inference efficiency is often hampered by the…
cs.CL2025
MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorporating Outlier Scores
Fengwei Zhou, Jiafei Song, Wenjin Jason Li +4
Recent advances in large language models have significantly improved their ability to process long-context input, but practical applications are challenged by increased inference t…